{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example Q4: Running a Basic Experiment\n",
    "This example notebook shows how run Auspex qubit experiments using the fake data interface.\n",
    "\n",
    "© Raytheon BBN Technologies 2018\n",
    "\n",
    "First we ask auspex to run in dummy mode, which avoids loading instrument drivers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import auspex.config as config\n",
    "config.auspex_dummy_mode = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from QGL import *\n",
    "from auspex.qubit import *\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Channel library setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auspex-INFO: 2019-04-04 17:36:36,136 ----> Could not find an existing pipeline. Please create one.\n"
     ]
    }
   ],
   "source": [
    "cl = ChannelLibrary(db_resource_name=\":memory:\")\n",
    "pl = PipelineManager()\n",
    "\n",
    "q1 = cl.new_qubit(\"q1\")\n",
    "aps2_1 = cl.new_APS2(\"BBNAPSa\", address=\"192.168.2.4\", trigger_interval=200e-6) \n",
    "aps2_2 = cl.new_APS2(\"BBNAPSb\", address=\"192.168.2.2\")\n",
    "dig_1  = cl.new_X6(\"Dig_1\", address=\"1\", sampling_rate=500e6, record_length=1024)\n",
    "h1 = cl.new_source(\"Holz_1\", \"HolzworthHS9000\", \"HS9004A-009-1\", reference='10MHz', power=-30)\n",
    "h2 = cl.new_source(\"Holz_2\", \"HolzworthHS9000\", \"HS9004A-009-2\", reference='10MHz', power=-30)\n",
    "\n",
    "cl.set_measure(q1, aps2_1, dig_1.ch(1), trig_channel=aps2_1.ch(\"m2\"), gate=False, generator=h1)\n",
    "cl.set_control(q1, aps2_2, generator=h2)\n",
    "cl.set_master(aps2_1, aps2_1.ch(\"m1\"))\n",
    "cl[\"q1\"].measure_chan.frequency = 0e6\n",
    "cl[\"q1\"].measure_chan.autodyne_freq = 10e6"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pipeline setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pl.create_default_pipeline()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pl[\"q1\"].stream_type = \"raw\"\n",
    "pl.recreate_pipeline(buffers=False)\n",
    "pl.show_pipeline()"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202019-04-05%20at%204.45.55%20PM.png](attachment:Screen%20Shot%202019-04-05%20at%204.45.55%20PM.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pl[\"q1\"][\"Demodulate\"][\"Integrate\"][\"Average\"].add(Display(label=\"Plot Average\", plot_dims=1), connector_out=\"partial_average\")\n",
    "pl[\"q1\"][\"Demodulate\"][\"Integrate\"].add(Display(label=\"Plot Integrate\", plot_dims=1))\n",
    "pl.show_pipeline()"
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202019-04-05%20at%204.46.04%20PM.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202019-04-05%20at%204.46.04%20PM.png](attachment:Screen%20Shot%202019-04-05%20at%204.46.04%20PM.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize software demodulation parameters. If these are not properly configured than the `Channelizer` filter will report 'insufficient decimation' or other errors. The integration boxcar parameters are then defined."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "demod = pl[\"q1\"][\"Demodulate\"]\n",
    "demod.frequency = cl[\"q1\"].measure_chan.frequency\n",
    "demod.decimation_factor = 16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "integ = pl[\"q1\"][\"Demodulate\"][\"Integrate\"]\n",
    "integ.box_car_start = 0.2e-6\n",
    "integ.box_car_stop= 1.9e-6"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Taking Fake Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we create a simple experiment, but ask the digitizer to emit fake data of our choosing. This is useful for debugging one's configuration without having access to hardware. The `set_fake_data` method loads the fake dataset into the indicated digitizer's driver. The digitizer driver automatically chooses the nature of it's output depending on whether receiver channels are raw, demodulated, or integrated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Compiled 51 sequences.\n",
      "Qubit('q1') has 1\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4a3afa8a766c4682b9ab03e4edf4b3ec",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(IntProgress(value=0, bar_style='success', description='Digitizer Data q1-raw:', max=652800, sty…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auspex-INFO: 2019-04-04 17:38:10,603 ----> Connection established to plot server.\n"
     ]
    }
   ],
   "source": [
    "amps = np.linspace(-1,1,51)\n",
    "exp = QubitExperiment(RabiAmp(q1,amps),averages=50)\n",
    "exp.set_fake_data(dig_1, np.cos(np.linspace(0, 2*np.pi,51)))\n",
    "exp.run_sweeps() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting the Results in the Notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "exp.get_final_plots()"
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202019-03-08%20at%2010.37.31%20AM.png": {
     "image/png": 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AARAAARAAARAAARAAAV8JeOV0zrdKG6lkazFZTSYim81eNMW8jNbm5RCfpfbKEtp6LIW2blxmv+7PzrHiLVSZXkAbl6X4UxxljEbA1kSffX6RKG6gYEkz59G8aUnyZNPZz6jZtIgWzRR3UuBJ1Hey2UT3P7qItBYCrxM1gAAIgAAIgAAIgAAIgAAIgEAwCAR/ht3WTiUvvUQvvfACHT58WP6J4w1rHqL4/FISKnxjZTFtK7TKfU+dsFlKaMSIXKrs1/sdstvIumMbFVraHc653vVcj+sygZ+1UUn2CMoutgReVazU0NNMh44eokOHTlJdXZ38O3ToEO0rLqTfnO2QFDr4+ucdPUMS6Tj7Fm0rOjFEviY6uo/rO/oOnb3o8iYbojwugwAIgAAIgAAIgAAIgAAIgEDoCAR/hl2f+Fy5p5rK1prtkh/ekUvLXygkS2Eeicl3knPt9ssud7R8nNPdZGoKUYq7aw41qvJq63AphLssmJfyhVCICKtam1p/euMGWmSf7rbRibd20jsnL9I35i0iMQ1uvzRk75ym6p3y2y7WUI1+7tCJi/QAz+QjgQAIgAAIgAAIgAAIgAAIgIBRCAR/hl3vmclpwnJZ7lp5ZbB+3U5lO/J5Jn2E/MstYHN6UbbxMOVlrOOdd2l+7hayONWnN2PfHN5RQFsKS6h4S65eVz4dFhW5qaeyZKu9zbytJdRor99BnuwCKikppi1b+LoUqZDytxRTaXEBl9Vn/hsraWt+tr2ugh1lJOb8D+/Io3XvsvTr5tOWUosmZzvnzdP6OSI7j0qOiVqRPBMw0czMTKIOV8q3jS5+9hvatm2b/HvrdydIzMPbLn5GhftYFW/eR299eNZt9TWfHyV6ZB3lr7mf6ORRatLvgaYTvxtU7uyHb9GH+iy/reksvaW3WfTWZ/Zy3DD9jo/Pnj1BRXz9hBSGzfx/U2SX8XefXXSwLHGQv+h3styHLK+6Fd2247ZHuAACIAACIAACIAACIAACIBBNBEKmsFvb+03VbbZGVnJ3MDdW15009sNbJtCqFyppT0UtNVSXU8rODZQRv4PaU7KpoGg9l8mioi1rKd2p3MBBsLFevpO2PbeOSlI2UkVFOW3O2k3L89gE30U9lcV5tHjdS7TrYAVVc5vJL62j1JxCTdFW8nxcQRVb02ndug2sbGkKfXtjGe3etoHWbGinon1bWCYbFaYuppca86mitoGqK/aQ5YVVtLbEQtm5BbRJCLmpiNbmpLMWWUl5Ezhv8i6qqK6m8oJkWvdQKhVW9nMa2KfYPbI5+D4gXtd+9nNWvl1Mq1/8cCftOdRMa/I30qaN6yju83eocNtnRFPn0dMLBb/76f7Mma5BsnL9Dlf7BF+fNpM/CFAzfX5RM7tPSkqkmqP7yG4lz3n3Ha2hpCT+aNB0gnYW76O4p9fRxo35dH/cISre+ZamtPfY6PMaNuHf9w4tfHoNzeTsJ3YW06GehZS/cRNtzF9DHYf20Du64t8vfz7lP5koyx09elJ+dPDYjuse4SwIgAAIgAAIgAAIgAAIgECUEQi+STwDSua/qhceohEvDKS1/WApmfmUPt8s97ZuI9pecZjWZotS6VRcu492Z6yhMstGWrssl881Us6ybGc9n887JTEtuekglRWIMkTm4u20bXEJz9avpWUD6rHQyxv202o22d+YK6Qh2lFRRLsXb6Ay6zIqYXleKWd5coQ82dSwz0qpa6wO7a+m6u5iMptESRstKy+n6uxlZObstvZsWsZnD7MsyexkL2cl9zUnh7LZbt9S8jJxq1RRuJGyRVnzDtpTspvW7ThMG/kDAlI/gUPFO+lQ/yHvZdK6bzmbq3fw2nNWuPPXsUM6ATSJvrFxDZ0sZEW75wFtVr45jWbKawMqkwdNNZ/zdiGXFYdT6empRO8cvUhPstm9iU3jF7IEQoGfOS+JOi6KvI9QJtd19q13WJw19I1F2oeARd/Ip5qTxTLvN2RdRGs2biYuJtPMdazYT51JSULEuGmUxpu6HnFJl5+va/JPo01rOmnnvg55r53ldfVu21GVi2qQQAAEQAAEQAAEQAAEQAAEopZASBT2dsaV9Uo5Hd6YLcGJGVNTcgolC6XFIdkslWzwTlSQwtquSulmVmuFKsx/4h+RxNaprDzv9M9KMZOtkimF97QKnOsRre1mU/UR61RmffvVZ6xUE+UL7VtPKeYc3rPoR1xfVr7DbL+JbGwSnz9hOVWpArxdLWXV2tZF4LOyVVocP8Ihp8hs87Z7A8tF8dET6zbSoqn9JvAmV84HOprk+vP7pSasw0iaxqo9kdSHPfKxUY2YXudUuO2kQ853eFZ9Ec0zJdH9T0yl4n0XiTZn0lk2r89c82T/LVizj60uHIrxrmhXS5mkO7SXhza2EHhn5x6ev+9PmaJruvwLp/bf2KZpQp3v6M/osZ3+bNgDARAAARAAARAAARAAARCITgIhUdgFqvR0VtCT+xVfV/hMKels8M5h3tr5nxQ9h7VSKs1rHQv06zSOZwfv6zry4Av6GVEP52nkzebyBtqqwsG1W+nwsUbKfsQk5WFH93Z5Glkhd/u1wFrCpvUv0K7yWspfli4VupLcEVTsSg5eFsCtUkPfVoeuHqZGkxfWA1wyllJSUpJ7R4MKRFwSz4vzcArtXN0fSglWedxtm2qIJ+fpaf4wkMmV9PQIDbqZfle4h07WNNG8RdNo2qJHiA7toxNnn+C59qmUP9PBJp/XvW9+VJna26jpYjOZpvL1nqaBLXacZaX/kGxnkV7+7Fvb6KSQmfso5JdfF3T5bR2Oaj1fc9eOKIcEAiAAAiAAAiAAAiAAAiAQ9QRCtobdPqvtCWGymfL5+rot7D1eKMms1Ba/vI53XqFcaXMuNN9GsnoRuo0zukya7uxQjymd8tlUfRs7t7O083lus+TlDFq+aiu186z8Wq5Fk8dG7ZZSSl2uTaVq9QxsQvVRfJjguXaqLN0iHc2xbbw947uNVrk2Pj1H1LyNisss8lojx6LPWLyctmINu52V2hH67JCJZ8EXcqZ9wtGcHBz2Jv/hPj7zBEndWFTS3KFfG1jbxZNsbs75MjmjietJ4ln6pKSZdD/7nhMz77I6E6+D52nzd1jhpvufJGVZP004wDvKDuK0Rqnp7FEq3rOHmjwIHRenWQs0nf2QhC88+dWITfgd5bexcr9zj/iMoF31px1ZGP+AAAiAAAiAAAiAAAiAAAhEDYGQzLAnCzxq1tMFKpP9YjIVNHxMlakP0fwJz+k511N5wxZpQE7pObSejc1XzV9GFd2V2tpvF/XJUy7b45b4vMmpnrWl1WTNmc9tvqTXtpLKa0t4Bb2JtnRXE+WJa0KeLNq0KYt27syR4ePYsH9A6yZzLu1hv3jrFk+gdeLKys20a/NKeu65h6gwp5uW5YuLq2hCcgX1sYOy6n2NNH/VfLK3ur2cStamD6gTB7zU2ysIJnpgUz41s1O3wp1CARdpIa3b9IAcJdNMqQ7zNRNt3szh4OyJ145/zjnXzHMaTV7JvvBpInZcd7HjUbkGPfP+J1iD5xnyhWo2nSfGFz1Na2zv0L7CnfYahQm/XFbuYM0uL/JHgDUsxj5eky9T5iP09COZ9M47xXRi6mZ6YPNGorcKdfmn8geDqSxbmvSvZ/LUjr1l7IAACIAACIAACIAACIAACEQzgRF9nIbqYFFREW3YsGGobAFdb29s5JlNE6U4rmfXaxQzngNVZf+acq7Hxrb4os1k++J6niUvO8y+5pZJR3GilcbSfEp9eRl1V+a7lcG5Hrlm39W6a1EhT8u385/JxLPyweiUqNPASdw7eXl5IZVQeZV3udY9VC3zGMr7yZtBlHm1j0eO4jRd5DXy7JBOzd7bzv6Gdh6dSZs3OHxg8KUdx8qjYL+0tDTkvztRgAldAAEQAAEQAAEQAAEQiGICIZlh94dXckqK22LB0mud6zFJU/aBzVauWkUb2O3dvo9fphQO4/bQmt3sUb7ArbIuSjvX41FxZAUv2Rslb6BYOPJAwCNvD+UCusRj6Hw/ua3PTd5mNqV/h93Vrcl/hJI6LvJ695Ps3I7t8h2Tm7KOWbAPAiAAAiAAAiAAAiAAAiAQnQQMo7AbA6+J8tuqyVRYSC8/tJiN8bNo+75qKsgzG0M8SBFVBBZt2khxJz6no8XF7PJuKj2xZiM9gJBtUTXG6AwIgAAIgAAIgAAIgAAIBEIACrszPXaEt3bLDvnnfAnHIBBUAuzwbt4DT8q/oNaLykAABEAABEAABEAABEAABKKCQMi8xEcFHXQCBEAABEAABEAABEAABEAABEAABIaJABT2YQKPZkEABEAABEAABEAABEAABEAABEDAEwEo7J7o4BoIgAAIgAAIgAAIgAAIgAAIgAAIDBMBKOzDBB7NggAIgAAIgAAIgAAIgAAIgAAIgIAnAnA654kOrgWFgIinjQQC/hAoKirypxjKgAAIgAAIgAAIgAAIgIChCGzYsMEveaCw+4UNhbwl4O+N6W39yAcCIAACIAACIAACIAACIAACRiYQyCQUTOKNPLKQDQRAAARAAARAAARAAARAAARAIGYJQGGP2aFHx0EABEAABEAABEAABEAABEAABIxMAAq7kUcHsoEACIAACIAACIAACIAACIAACMQsASjsMTv06DgIgAAIgAAIgAAIgAAIgAAIgICRCUBhN/LoQDYQAAEQAAEQAAEQAAEQAAEQAIGYJQCFPWaHHh0HARAAARAAARAAARAAARAAARAwMgEo7EYeHcgGAiAAAiAAAiAAAiAAAiAAAiAQswSgsMfs0KPjIAACIAACIAACIAACIAACIAACRiYAhd3IowPZQAAEQAAEQAAEQAAEQAAEQAAEYpYAFPaYHXp0HARAAARAAARAAARAAARAAARAwMgEoLAbeXQgGwiAAAiAAAiAAAiAAAiAAAiAQMwSgMIes0OPjoMACIAACIAACIAACIAACIAACBiZABR2I48OZAMBEAABEAABEAABEAABEAABEIhZAlDYY3bo0XEQAAEQAAEQAAEQAAEQAAEQAAEjE4DCbuTRgWwgAAIgAAIgAAIgAAIgAAIgAAIxSwAKe8wOPToOAiAAAiAAAiAAAiAAAiAAAiBgZAJQ2I08OpANBEAABEAABEAABEAABEAABEAgZglAYY/ZoUfHQQAEQAAEQAAEQAAEQAAEQAAEjEwACruRRweygQAIgAAIgAAIgAAIgAAIgAAIxCwBKOwxO/ToOAiAAAiAAAiAAAiAAAiAAAiAgJEJQGE38uhANhAAARAAARAAARAAARAAARAAgZglAIU9ZoceHQcBEAABEAABEAABEAABEAABEDAyASjsRh4dyAYCIAACIAACIAACIAACIAACIBCzBKCwx+zQo+MgAAIgAAIgAAIgAAIgAAIgAAJGJgCF3cijA9lAAARAAARAAARAAARAAARAAARilgAU9pgdenQcBEAABEAABEAABEAABEAABEDAyASgsBt5dCAbCIAACIAACIAACIAACIAACIBAzBKAwh6zQ4+OgwAIgAAIgAAIgAAIgAAIgAAIGJkAFHYjjw5kAwEQAAEQAAEQAAEQAAEQAAEQiFkCUNhjdujRcRAAARAAARAAARAAARAAARAAASMTgMJu5NGBbCAAAiAAAiAAAiAAAiAAAiAAAjFLAAp7zA49Og4CIAACIAACIAACIAACIAACIGBkAlDYjTw6kA0EQAAEQAAEQAAEQAAEQAAEQCBmCUBhj9mhR8dBAARAAARAAARAAARAAARAAASMTAAKu5FHB7KBAAiAAAiAAAiAAAiAAAiAAAjELAEo7DE79Og4CIAACIAACIAACIAACIAACICAkQlAYTfy6EA2EAABEAABEAABEAABEAABEACBmCUAhT1mhx4dBwEQAAEQAAEQAAEQAAEQAAEQMDIBKOxGHh3IBgIgAAIgAAIgAAIgAAIgAAIgELMEoLDH7NCj4yAAAiAAAiAAAiAAAiAAAiAAAkYmAIXdyKMD2UAABEAABEAABEAABEAABEAABGKWABT2mB16dBwEQAAEQAAEQAAEQAAEQAAEQMDIBKCwG3l0IBsIgAAIgAAIgAAIgAAIgAAIgEDMEoDCHrNDj46DAAiAAAiAAAiAAAiAAAiAAAgYmQAUdiOPDmQDARAAARAAARAAARAAARAAARCIWQJQ2GN26NFxEAABEAABEAABEAABEAABEAABIxOAwm7k0YFsIAACIAACIAACIAACIAACIAACMUsACnvMDj06DgIgAAIgAAIgAAIgAAIgAAIgYGQCUNiNPDqQDQRAAARAAARAAARAAARAAARAIGYJQGGP2aFHx0EABEAABEAABEAABEAABEAABIxMAAq7kUcHsoEACIAACIAACIAACIAACIAACMQsASjsMTv06HjwCNioJH8EjRjh+i87t4BKKxv7m7OWankLSvvPeb1nI5sXeS0l+bKNglKrF7mds3jXhnOp8B5HgozhJYLWQAAEQCC6CYTxWWvz5knL8uRpz/1Sqzf5nUbHqzacyoT7MBJkDDcTtAcCw0AACvswQEeTUUig3X2fqt7dSWsWp9KWMk1pt6kHoMVXpZNfDnLjKX5EHnFRr5K13cuM9tp8b8NeNGw7kSBj2GCgIRAAARCIHQLheNbaLJQXH08jcku8+kAu4Pv+qPW9jbAPsh8cwi4jGgSBGCEAhT1GBhrdDA+BXRXd1NfX5/DXRh8XbZKNb1u1lSwBiWEi4v8TJevbgCpzUzgcbbhp2uvTkSCj151BRhAAARAAAR8JhPRZy48YfsrK56x85Poom1fZw9GGV4J4yBQJMnoQH5dAIJoIQGGPptFEX4adgGnQ0z2ZcvLzKUtKZiU1ue5KUMvhYsrLzqbs7Fz+y6b8rSX9M+ntlbRjSwEV7xcld1NB/hYqqfQw1eDcAJffWlBAJcesZD1WQgV5eZSbK9rK43ONWu4h2mi3HKat+VyOy+bx35bCUnJlBWgpK6b8vHyWMZ/ytxRTZaOFDpcUUslh/XOFaEfK0ihlyRNy8PIAzRagnY5x3vw8jUF2bi4VbBV16JYCQZLRGQ+OQQAEQAAEIoeA/8/adjpcvIVyxbNWfwZuLTlM6mnaXllKWwq2UqVAsX8dP8N2kG+PWn6+cvlj1kZ+lu2gPH6GybbytlD/o9ZzG+JdIJ/LiedsHj9LC0uP2eXrH6F2KivcQnniOct/W4oPk9VaSSWFhXTYovWmvVKXpVHIIvo8ggpK1HPYSqWiPLcj3jdyc/Noa3H/M30oDt7J2C8t9kAABAIkwLOBQ6bXX399yDzIAAKxS6C7b89q6uP/FPv2VHcPxtBW3scKO19f3VfBl7ur98i8tHJPn5a7u+/g5iztHOdbuXq1nl+Uyeo72MBVqjKyHq2tlUXVg9vSz1TvWS/rW63n6a4ustcv5HT+217OjXhoo3rPJocy/bISrewTRbXU3bdvk+M1p3ZWFsn+upQlS1xjjuv7y6xcudKhTRqSg3cyKlmxBQEQAAEQiCwCgT5rq/s2Ozz/Vq92fMa80qc9alcPeO6IZ2WRq+e6BNcvj8pTXTS4fP/zVnteVu8ZnEcrz/Vt6n8GUpbD8zRru5RPa3ZgP/rr18qu3FUhs7mSRb43dFf3rbdzyOob+KzdPAQHL2WMrBsL0oJAWAgEok9jhp1/6ZBAIFgEjlks1M5fsxv1v8pjpZS/bDlViQZWriXzoBl4XvtWWUyrtokcq6m8oZvKSkupsq+NWPnlc1W0Kr+Y2s1r2cy+jfjDgKiIPm7ro7J8szjwMvU3vHp7ObVJs/1uOvjKSlm+jGcDyF0bjWU0f91OzreS9lQ0sByVmixSvndp+ZZSWUd7ZSGt2Sn6sZIO1mpLA9pqy7lXKikZ1JbPr99FFbUN1HYsn0y8Xm7rbpF3PVWI/pWVcTvdVL5dq0HO0Acoo5IEWxAAARAAgcgl4M+ztnJHAW0TXV65i2q7+6i0lJ8xbdW0WTxq6SXKL6zkx2Ap9XVXaM8tzieelfmuHtyiiKtkSraf3V5ezc8wXiLXXU2vyDbeJStbi7lro7HsZZKP2qzNVMHvAn2V/Kxtq9Dkq3qBtpRYZd2VhXo/sl4h/pYg26gt32Vv16TMDxxkWb/9INU2tFEpvzfY2FpOe9Tu4f5V6s/aBtouXwe28Qx94DLahcEOCIBAUAhAYQ8KRlQCAhqBnWsW04TUVErV/xY/tIZ2a9o6lRev1ZagD4Blo7KXn5Nntn9cTMtSlDKbTHk7Slh15fSuMlNT10yUrHYH1OXNwXYqLlimrc9jaXLZ3E6kd0stukm6qri/DcvhQpln9Z5CWpudIvfFCr+1Sr7dpWy6L/rxgry2ubyYctO1epLTl1Hxx9v1Ms6bzdRQvJGy01O0/phS6OWiIjpYsYOy7e88LEeydtDv1MdfGZ3bxzEIgAAIgEAkEvD9WWuhHS+8y13lD94lG0l/RPGjzExbS/dIBPbnICu88qnDCq962vjKKOuVj6lgmVkrZjLT2i3yac4RY6z6Oec2bHS4UH5OoD0lWylbvQskZ9vl211yjJ/Tqh9ZVF62xT4JkL5sI1VoGvdgUTcd5Od+LqWnaP0xpeRQUdEeqtixVn8XEEVMpJrUF6DxKX9lHCwCzoAACARGYFRgxVEaBEBgAIHVr1BRXgqvVdcfebw1pYv1YcvsD8MB+e0HWay42rVU/Ww65a7mFev7rdTezqeUrmwv4/vOyu1KWVdNmOVMwn63VdmoskS7un8dr6crSXfIaSXtSruu7ItLK2ltzkBBk3lN/mp6gfY7v/msznZ4WRBlUyhvbS4dLi2mgh2H6XDlfqqqEueHSr7KOFR9uA4CIAACIGBoAr4+a/mRLB6jRMto8KM2W34c393Iz1rOMfAJJgv5/E9+rq6s6yVTspfxnpzXdlOXlcr0B/G6texbJt0hm02/wH0QD1vZj5UFrNQ75OFdc+5aIvlRYuD51TnpA0+kZBM/aqmU1/LvOFxJlfvf1awAB+ZyceSljC5K4hQIgEBgBKCwB8YPpUFgAIE9O7bQ2vQBp7w8yKYUp4dvf0G+4Kzs9l/0ac+kPqGrUuoLujoecsuh6GwqUzqtX5/NHxPM4kO8nlIc9tU5N+Hr7PXo+UR8+ow1qhBlrVxNm/itIpvKaMNL+guL/aqnnaFk9FQW10AABEAABIxOwOdnLT+jkkWnVqc7fSh27KkpWI9a/kBvfyjqDTgfO7bL+/w81D4oiPN8oP1fy2Razc9avs4z5EJA2Q+uf1CN/Q9nrZz61+lZay0toIw1O/WrWbRy9XpW4JcRlW0gj49ab2VU7WILAiAQNAJQ2IOGEhWBAD9j5QNz0GPUMxr5MN1NlZZCMpsdy6qv2WyW5niaa3N6/nqu3/GqDwW1rGwmZ85ib7lVtP3jw1SQI18V7DU2WiqpkecjzHymUp7l40b+0p9iz0I29lwrDBGHElp4nRVp5SsHqWRLrv2lqv2wlTboc/kyg8M/vsroUBS7IAACIAACEUrA52ctPyzaRV/3l5GV1spnlr3r/IySc9/81dzpUWvP4uuO9mzyoRSb3+dw9v0cU+bjw2U08FHLhvCVFp7654/jNqveD22b4tCEtbLM4cjdro2OFWrK+isHq2mLgyXAYesO+ax3V5K8ldFtBbgAAiDgLwGsYfeXHMqBQFAImCg9V3p6oXVbVWgzrWILm4bLl4iVefZ1aqrJQR/v1YUgblUb5mW5stYXtpY5zADwyw87mUudv5gWz9/BSjv3I0f0o4qWO/aDHcm9vHaDd1LpDnKyc3Lsyjrxq1XxVm1dn6s3Kd9k9E4M5AIBEAABEIgyAuwjJZe/PQuz9K0qtJnsIvtfKSyWeyvzWCGWe/3/OB/3XwnentZGCuVsEnVWcRg37fO3aqGycC3NX7yY5m89xjPsKbRM9uMlXtvOSryebGyhtnaDl5ZoeqdycsyqONkaD9MO6fxWTOLrGexXlZGflzI6lMMuCIBAcAhAYQ8OR9QCAn4TyMl/mVd+c9q9juLztlIJe4kv2ZFP89doimrRVgdndTaRcT/HUS/wLQ67KOYpyXr1DE5tpORuJA6Fw82uownZ3C571i3Zmk8TFj8nC7xSXiDX/OVsfFmLN79zDcXnFlBhMcegjZ9P+jsA53VsRBYd8I9SvrctX0s7SkqopJgd74zIsC/J219cbI8vq1XVz8FbGQc0iAMQAAEQAIEYIcCOUos1T+q7182nvK3F7CW+lHbk53CUFmEDtpq25mdrLNhSTpuN30r5Bb7FYfcapos2lm05KIvv3rCYsrnd0rJSKdPi54Qizk7mtizjbTJ7s98u8+1cM59yOeZ7IS/Fi+flZFXy7FD/sDqerOVZvixfvm8U8vM8PnW53Y6tmD9gWMTj2m8Zh5IB10EABHwm4E3guUDixnlTP/KAQGQT4LikevzwPRwrZshUu6+P/0Pto/X77Fm7G8od4qKqOKxZfXs+tgc5l3kr9PjqonyWHmvVXonDjorDvmlfrXZWb3P1HufY7Xo8VpZFSe6yDY7bytHVNLnt8Vupj03qHFrl3bYKzucQO5Zjz29/Zb0st3L7xwNkcey/dqGNY9A6luX2Vm7uK//4YD8bvc8ByThQYhyBAAiAAAhEBIHAn7UN5bsGPccoa1PfwEctP4v0Z7p41u6qUE9HZ0gsj/5cVM/+2n2bZP17nGK3d1fvkefX25/Brtvorj7Yt9rhGSvfFfg5etCpvraKfX3rs/qfyVmrN/dtXq89P7dz3FeRlCz29wAlPj+neTJ/AIeVm/f0fezAZrvsc2AyquawBQEQ0AgEok+PEFXwD4LHVMShljZs8NKs1WNNuAgCIOCJQKOV47jLiWg2MTenuzBM49L81Vtkscda9VShv9fctNHeaKVGnnoQodaS9RAx9ibaG8nCMWZTWG7xAV+sMZQyWkvYmdw6Wl1ULWPA2vO72RFx7NtFWW4jRQ/pJmbn2xmMOGc31vNHRjdt4jQIgAAIgECsEGgnq6VRM9Ti6WZzeorLjqt18sr6y2WmAE+6bsNGjVZ+DnLd4lnb/xzUGmtvtPBzmOUWzmLkc5BnzfnBaC3Jp4x1u6moutur2PGN/Dy32dhHDreRrBzl2Nr5+SvO2Z+08lkuDeX7T7EgnmUMEAuKg0BUEghEn4bTuai8JdCpSCWQkm4eOqQMP5kHPDdD0Vk3bSSnsDLu+t2GLKVsxr+BTQs37aPuHXmass5r2LfkrZMSmoWHWy9SMjv+GZxz4AuErMYPGb1oHllAAARAAASimkAyfxAf/JRx7nJIP4rrjblug529pqe7eRewUWnufNrA9u+b9lXTDn3dvc1SSnmsrIuU4qBs68243KTw83xQ4g8YzsV9l3FQrTgBAiAQIAGsYQ8QIIqDAAhoBMx5DmvYR2RTfn4+Zas17Fm72ButG00fAEEABEAABEAABLwgYKI8hzXsI7Lz+FmbS/HztTXsvPSM8Kj1AiOygECEEYDCHmEDBnFBwLAEknPoWEMFFW1ez+5xqmj3bv7an7WaXik6SA2VG13Mmhu2JxAMBEAABEAABAxJIDmngBoqDtLm9eyutmo/P2vf5Ufteio6WEFlBTmGlBlCgQAIBEYAa9gD44fSIAACIAACIAACIAACIAACIAACIOCWQCBr2DHD7hYrLoAACIAACIAACIAACIAACIAACIDA8BGAwj587NEyCIAACIAACIAACIAACIAACIAACLglAIXdLRpcAAEQAAEQAAEQAAEQAAEQAAEQAIHhIwCFffjYo2UQAAEQAAEQAAEQAAEQAAEQAAEQcEsACrtbNLgAAiAAAiAAAiAAAiAAAiAAAiAAAsNHAAr78LFHyyAAAiAAAiAAAiAAAiAAAiAAAiDglsAot1dwIWACd+7cCbgOVAACIAACIOAbgbvuwrdo34hFdm48ayN7/CA9CIBA5BEYMWIEiT+k8BCAwh4izn19fSReGm02W4ha8K1ak8kEWVwgAxcXUPgUuICLawKDzxrtXunp6aG4uLjBguJMVBK4ffs2jRw5Es83F6NrtP828T40eJAwRmAymIDrM0a7V27dukWjR492LSzOBp0ApiGCjhQVggAIgAAIgAAIgAAIgAAIgAAIgEDgBKCwB84QNYAACIAACIAACIAACIAACIAACIBA0AlAYQ86UlQIAiAAAiAAAiAAAiAAAiAAAiAAAoETgMIeOEPUAAIgAAIgAAIgAAIgAAIgAAIgAAJBJwCFPehIUSEIgAAIgAAIgAAIgAAIgAAIgAAIBE4ACnvgDFEDCIAACIBAmAgcOdcSppbQDAiAAAiAAAiAAAgMPwEo7MM/BpAABEAABEDASwL/8Ukd1bV1e5kb2UAABEAABEAABEAgsglAYY/s8YP0IAACIBBTBL683El7K+pjqs/orH8Ertl6/SvoRanqxute5EIWEAABEAgOgdeP1lIof9OCIyVqCRUBKOyhIot6QQAEQAAEgkqgoaOH2m7core/bAxqvagsOgkUf3yRfrKnKqgvuZfabfSD4i/o/erm6ISGXoEACAxJ4HdnrtLfHjxLv2CLL/GbEOr0VmUD/c3bpymv8BPCx8JQ0zZm/aOMKRakAgEQAAEQAIGBBE7Ud8oTl/kFqaKugxanJQ3MgCMQcCIgXqyf2P4hvbJmAT1lnuJ01bdD8XL+s0Nf0bWe2/TArGTfCiM3CIBAxBIQM9ufXmiXH+rExzrxG6CSUNyfvGcyPTV/qvyNGW/yrFp9am2n+SnjaKh8qn7xQeCVg2fkoXj2rWGl/S9WzaMfLE1TWbCNAQKe76oYAIAuggAIgAAIRAaBqksddkH3VzVAYbfTwI4nAuLl+qclX9Ka7FT6i9x5Xr8oqzrFy/pPuPyn1jZ1ClsQAIEoJyD+uz9w6hId/PIyiQ9/jumeaQn0YPoEEgr0Ib4mrou/lziTUt4T40dTdcM1ztMt81U3dNoVffO0cfTvG5Z49Vv0U2ElxL9hK+6dRinjR9O/f3JJzu5/cr6VtvKHSG8Vf0f5sR95BKCwR96YQWIQAAEQiEkCJ3j9ukq/OdlELz9jVofYRimBlpPv0d5yC/XQSEpMM9MzzzxBk3x8cxEv1+LFeh+blQql+2/z7qWl/LLtTXrfcoVe2ndKvjCPixvJM2Pj6TOeaUMCARCIbgKnG6/Ri7+qsndS/I58a/Hd9CRb6sxINtnPC8X+Pf6dEDPvjsq7PYPTjvgdsTRdp+8XHafS55Y6XR14+P/xzLrIOz3JRP/wR1k0ZsRtWpoxkbbwb5KyHnptXZbXv2cDa8dRJBHw8bEXSV2DrCAAAu4IbPrPE3Sav/z+1dP30OOZk9xlw3kQMBQBpbBPGx9HTdd65MvRE2yKiBSdBLpqDlJR2Skam7aAFkzppVNffEFFr/Ns+Y9XUP/r8tB9f8rMpqpsrrpl30k609RF63kN+k+Xzea/DLeFxUu4eikWmYQJ/D/zi7FYFw+F3S02XACBqCMgFPX/2HC/25lsMcP9LbbeEX9Ked+nO0YVs/Bipt3MJvB3J8dLRV+YuOftOiYV8ZdKT9Mr/AHRVfqEPy6K2XSR/ol/e0Q9NtttaXZf/sKj9Kc88y5+i7z5PXNVP85FFgEo7JE1XpAWBIJC4PzVLhkay9p6gx4nKOxBgYpKQkqgprmLum/dpgljR9MPctLo7987R8IsHgp7SLEPa+W1X5wiGnkP/fjZVSReVpZO7KRd73fwbDv5pLCLTog1o/ufy6GflZ+nf/p9Lb12+LycEROKfGf3LfnyLPKppMxYxWzY88vn0Hq+50QSL80iddpuyS3+AQEQiG4CiabRbpV15547Ku/O19SxmJ3/d/4A8P2iz6XVjzjvrLQLxV+Ywov0k69nyN8veaD/I9oRJvWOv2fC5B4m8o6UomsfCnt0jSd6AwJeEbjYqsWxFg8FJBCIBAJVl7X160tmJtM3FqVIhf3d083UdfM2JYwZGQldgIw+Epibu4E2jGLHgl0tVFdfRx8daWCNOYvifKzHMfvzy2fTgxkT2Mz9tFTShbmpuyRm1YWzOkfzVzFTJpIFYd3cYcN5EACBIQiID4ielHZh3aOcW4rfLHdJ/Z6JaBjCRF6Y2Xu7Nt5dnThvTAJQ2I05LpAKBEJG4Mr1m9TTe0fWfw2zRCHjjIqDS+BL3eFc1owkSkmMk2v2hMlg2akm+vbi6cFtDLUZgoApaZKcSbeU/pIOnBPz6jzhPnWinG13FtBkGmwkP2qU9oojto7Xv25OpbKCyfSr45fk7LqYNb93eqJzlfTQ7MHWR2PGjJH57rrrrgF1OhZ2bMvx/HDsQxbX1MHF2FyMMD7e/LfumqJ3Zxen87r0P86mP/n343Km/eHMqfRHS2bQv31YK5VvMYv+j2vvG/A744qL+D17808SeL19pXRyt+ZfPqV/+f79tMDFb5p3knnOJX439/LfK99aRBmTNYsjzyVwNRgEoLAHgyLqAIEIInCRzeBVus7roZBAIBIIqPXri+7WFKtvZqWQUNhFTHYo7JEwgv7LaM57nsy9NrKUv0kHqsrpeMsSWuqkS9tsg2Mh9/ZqFkRi63x9zAii792f6lEo5zIi882bN2WZO3fuDKpTXBAv1K7KyUJh/geyuAYOLsbmYpTxGeq/ddcUfTv79TnJ0gnmX/Ba9j9jB3cXrlyTy3VELcJMfkr8CPvviScucyaOoV+sv4/+LzazF3461v7LRxQqZ3TW5k46dr6FOm+Ij6gJvnUYuf0mcJffJVEQBEAgIgkoc3ghPNZhRuQQxpzQtlt3qFo3Qc7mGXaRVi2YJrfHatuosVObfZUn8E+UEOiit3/2Km0vtWj9GWUi82NL2Fc8UV2DtjwiSjrqshtiuZKI1yw82792WJtxE86qkEAABKKLgHBWJyJXiCR8a4j0/aUzpHM5eeDlP2JGXjjHy8ti53ccBk44o3uLfz9cJfFbIn5bRAx54YkeyfgEMMNu/DGChCAQVAIXHGfY+UcdCQSMTqCaw+uINGdKAplGa9+Zxbr1P5g/hX5bfYXe4RBvP3x4ptG7Afl8IpBAGakj6cy5Q3S8Lo2yptjog/3ldJtXsC+cq3208ak6A2cWL8+l/PKsHN05xmt2JbbwPC3iOM9PHc/ep8cPckjlqgzOgQAIGJeAUNovt3VLh5jCK/1/Y0eX/iShtG9dcy87yRspPcyLmft6/n0RvxkipKX4bRFbodCrJHx1IBmfABT2YRijiroOWvdvn9OUcWPoyIuPDYMEaDKWCdTpDucEAzidi+U7IXL6/qUef/1rujm8kvwPeSZBKOz7q+qhsCsoUbQ1r1hBx18vo/I3d1G53q/0x54l8+Dl6i57HSkWRCIElPBc75zEi7QIBXU3e5UWL9kilnx9h03ui2OVhBdpT46pVD5sQQAEjEtA/DcsfrNErHeheAeS/nLVPfxBL5GEwq5m7R3rE9EvxO+KMJ9HigwCgd0RkdFHw0kpQmqJJJx/dXT3UlI8hsFwgxTFAjmaxHfdhJf4KB7qqOlalYPDOcdOPWWeQmN5pl28dJzjsG8LZ3qpyTlWgn3DEhiVtJDWv2CmlvpmDuUWR0lTJ1GCD49L5cldeIWPhCRCFK5/aCbdy7Pm7l7YxUfW02xx8ikvBXnf0owX7kgYWMgYkQTEBzKRxEezcCWhaAcriVn7RFb8hcd5oZyLWXahxIutiHwhfMAIs3mkyCDgw6MvMjoUCVLWXu13+lXTfJ3uhzlKJAxb1Mh4sa3//utEWLeoGddo7oi7GXbR528snEa/+qKeSjkm+8KZTp7IohlKzPRtFE2aHhtRAOazor6UX6Y9JaHIizwq35mmwTPznsrjGgiAgHcEhIm6SELZjdQkPmp//tKySBUfcjsQgNM5Bxjh2rW29CtMNVdgjhIu7miHTeB53ZKw6ogbpf2nD5N43BVGJ9DO9+sl/cXpXl6z65yEWbxIwls8EgiAAAiAAAiAAAhEGwEo7MMworWOCnuT5kxpGMRAkzFIQIV0mz15rOy9iscegyjQ5QghoGbXs2cMjpMtuiDW+U4bH0dN13o41ExrhPQKYoIACIAACIAACICAdwSgsHvHKai5vnKYVa/hdZdIIBAuAmr9etqEeJo4drRsVsxgIoGAUQl8qa9fV/HXXcm5mmOyi7Sv4pKryzgHAoYmoNbKCq/vSCAAAiAAAiDgTCBG17D3UuXbb9CRui4aOSqJlq7KoyVpCc5siHpb6L29++lkfRfFJUwk8+O59IRZWyNZf/wgHTnXaS/TS4n0+OpVlDbEUpc63bRThCTqunmbLHq4IntF2AGBEBJQM+wzJ44lS9N1ar1xiz3F36JkOD4MIXVUHQiBqkvtsnjWDPehZ1azc51//fACvXOigf7mmeA57QlEbpSNbgLBXE4kwrmJ5M7RXHSTRO9AAARAAASGIhCTM+w1B1+n989coamZZsqIa5YhYw7VO88ydtHBfy2iqjobmbMWUFpCK31xoIjeq9W8RtadPEV1rMj3iv/18p+th/eGTtYW7cGcNSNJem8Ua4qvsrd4JBAIBwEV0m3WpLE0Lk77XnfdIR5nOGRAGyDgC4GKOu3DqHNIN8c65kxOIBG7VihRxy9qCr7jdeyDQLAIKGdv4oMnEgiAAAjEGgFlETR65IhY6/qw9jf2ZthtJ+nAqU5KXb6Bnl0iZsuXUOerP6eqj87RE98x9w9GVw2dYt9wc1f/mFZlCkxLOd8uau3o4f3bVHdFXPsB5clr/cWG2qtt0Uzg01lhun2nT4ZVOMue4iePmzhUUVwHgYAJXNQtPIRJvAj3IVIwZ4oCFhAVgIADAeFs7noP2y/xvTpzoufQOnlZ02nbb/l3u/4aPZw5zaEW7IIACIAACIAACASDgLIImjB2TDCqQx1eEog9hZ1G8f+IEhKU7XoSLUgfSXV1NdRFZrIbxieYacN30yiJo8m01NdR3akPqIHLLUiKY1P5BhJzPq37d9CrAvTIRMpa9W1aoZvLi1Pu0nl9/frsKVpLIg7iOT738Gwo7O6Y4XzwCCiTeKGw98+we2MbEjwZUBMIeEug6vLQs+uqrme+lkJZsybRkhnj1ClsQSCqCag179VYWhfV44zOgUAoCCSaND9GmLQJBd3g1xlzCruNFfMeGklz0+2qOY0SFG47m7SbOPYrK/U8I//LX5ZxGZFG0tREztzTQdIXcWI6LX8wjc59eoSq2Fx+ZGIBPTHdM1IV0i19UjyNHqmtSDiDh62ki39CS0B4hG/s1O5kEVdUrZfEj3VouaN2/wkoh3Nf4yVEQ6Up48ZQ2uRE6unR7vGh8uM6CEQ6AfyGR/oIQn4QGD4C81O0j9tY3jN8Y+BLy561S19qipC8polTWdIz/FLHGzXJLmSfOLF/dl0cq2RaSM+/uJBsLRZ6s+gAlR84TkvWL6XnfpRBcUlJcrZ+SfZ0ev3VN6nqUzarz3Mwq+c6TCbHRogutGpr2O+ZPpGSErT981e7B+VTzQdz6yxLMOv2tS7I4ppYKLlc4qUXIs3m9b6ineQEthbhZLs9+D4V50Mpi6jflwRZXNMyCpdQyXGyQbtn78+Y7PX9GBen3deuieEsCIAACIAACIAACEQWgZhT2NkWnsTrnKW2g5Zki1kbG9XUscYydapUvtXw2Sxv02sHrPTMT58nM+vcpklmWpJ+kMrqGqi1vpI+OUW0fEW2XiZRKvu9ugKk6hBbm01zUqfONXRox1PiR1DCSO3FUniKd86n8gdrK16oQ92Gt7JCFtekQs2lplFzxjUjOU7eC/GjNIchbddtg+6NUMvimoDrs5DF2FxCOT7HL7TJzpunxg+6R11REbKIGXYo7a7oxN65ev15q0w/Y48AegwCIAACIBANBGLPS7wpg+ayntzw/gGq7bJR3ScH6AzPtqcvSOPxtNHx0jeo9FAtmdLS2AC+hw6VHacu9gLfUnOIyq23KS7DTGM7rXSq6n06cLyOPcPbyPJeKdVx6bS5qR7viepGbbZorr5+fSyHdps6Po66b90m9WLhsQJcBIEACFzQIxSkcUg3kcbrXuI7Oaybt+nv2KnXo39/hIo+vuhtEeQDAb8IqN9LsXxj4lhtrZ1fFaFQzBJQ3oyV6WfMgkDHQQAEfCagfEMoXxE+V4ACIBBEArE3w85z4at+8BTV/fx92rvrNYly7Nxc+s5CMdveRXXnGuhcOntyT1hIKxZUUdmpctq1o1xDPjadvr3CTKaEVMpiZb2q/E1Sl6YsyKUVGQPN353HSa1fz2AP8SplTk2g5ms9dK65i6YneS6vymALAv4QUA7n0idp/hvG++Fw5AQ7AbvadZP2VzbQhodm+iMGyoCAVwTEvSaSp3BuXlWETCAAAiAAAiDgIwHl30f5ivCxOLKDQFAJxKDCzvySsunHBZlU39BKt9nDe9p05dAogfJefNEOeOGq9WR+vIWaRSi3uCSaris6XAGt+N7ztLyrg691UULSVF6PPjRKqx7SLWPyQIX96FetJEK7PZ4pwswhgUBoCNS1cZxCTio81ri4kfJYhM3yNrV3a7PxwknJVxzdYI5uLeJteeQDAW8JVF3qkFm9cTjnbZ3IBwIgAAIgAAIgAAKRRmBoLTPSeuStvKMSaHpav6d4d8VGJUyi6W6yjUpgJZ7/vE3nr2oKUzo7/VIpc6rmpfEsK0BIIBBKAnVtmv+EGRM0S45xJk1hV1+RvWm7o7tfuX+LZ9n/bMVcb4ohDwj4TMCusN+d6HNZFAABEAABEAABEACBaCEQe2vYh3HkrLrCPtvBJH7eNE1hr9E9eA+jeGg6ygmoJRlz9A9GyhGTLzPsHfoMu0B14MvGKCeG7g0XgRs3b9M5tuAQaUEqFPbhGge0Gx4CwvGsSEvTJ4SnQbQCAiAAAiAQUQSgsIdxuM5f1V5AHWfYlfKkHCyFURw0FUMELrVrs+upSf0hrxJ0k/hrPRwlwYsk4riLP9Pou1iJGk9N7HvhWK3mxduL4sgCAl4TOFmvKTBm/qAp7jckEIhmAt7+BkczA/QNBEAABEDAPYHYNYl3zyQkV1q6blEXzxolsGf45Ph+7MJT/Az2giwUKjEDmu4w+x4SQVBpTBKoa9XXr0/o959gn2G39Zu5e4KjZteT2FldXvZ0OtVwhvZXNVBOBmaFPHHDNd8JnLisrV9fBHN43+FFSAlb3XHa+/ZH1Mw+NOImZtCKvGcoM6n/2ah1w0aVBzmSS6f6qMi/VWPNtPqbS2g4XbQ+MCuZPrvQTp9Y2zArHiH3G8QEARAIDgEV1WrUXVpo4ODUilqGIoCpi6EIBel6rT67LrzCOyfluKtGNwF1vo5jEAiUgPP6dVGf+Hgkkrcm8Z26Yp/EH5yeXjhNln33dLOcdZcH+AcEgkRArV/PmuG9j5AgNY1qwkCgt/4QvfZmOTWMSqOHH86ihNZztP/nr1PtoG+HrXTqlJXqu/gCh1ftFX+3B2UKg8TGbOLelPFSMGVSb0wpIRUIgEA0EVDhMpMRbjWsw+r8OTusjcdSY2r9cIaDwznVf7GO/fc1LVTDjudWmKeo09iCQNAIqAgFs+yRDniiSlfYheWHN6n9huYhPnnsGJqUMJoenzuRPjjXSu9VX6FnFmkKvDf1IA8IDEXgRL0e0g0K+1CoIvJ6wykLy51KP/pxHsdc4bXb5iR69eflVHWuizLMDh+1ba3UTHH0zA+/R5kR2dPQCq3CTcGkPrScUTsIRCsBEU5azJgL58Pq9yRa+xrp/cIMe5hGUK1fn+XC5H2e7ikejufCNBgx2ExdW7fs9cwJ8QN6n2jSvtl588LXoWbY9TKr2SxepP1V9QPqxAEIBEKglT8MNXAozfjRI2meC4ukQOpGWWMQmGh+nB5b/iAp1byjtlYKlpjY72NDnOi90ky3qYf2b3+VXn31Vdr+r2+SpQUz7MYYRUgBAiAQ6QTu5iW5Ip3WHV9Gen+iWX7MsIdpdNUM+2wXM+xzVWg3eIoP02jEXjMX9TXszh+MhMIuTN072fv7eN0JnTs67TduykuJug+Gp9gaRMzSH+FZduGjQcy6I4FAoATU8qH5qVoEjUDrQ3njEUhIW0hL04RcXbxG/df0/qkrRIkLaOn0ga8kPR18nlNi2n20JK2Hjh85RQeK3qCEF9eTLC6vav+YTO5XtXu65lCF17t33aXNdYwZM4Zc1e3qnDeV+1tO1O2urLvz3sgT7DyQxTVRcBnMxQhMhvrvfLDUoT8TbC6B9HH0aLzzhX7E+1sY+HTsP4+9IBNQCnuGixn2+Snai+lXVzTHYEFuGtWBADs01GbYhYNDxzQuTvsJuO6Fp/hOPQa7MIkXKW7UXbTy3qm0j+OxHzjRSOtznF+hHVvCPgh4R6CWnW+KlD6x30GidyWRK5II2GoP0et7vyAx2qlZufTsioXk/EKSsPDb9CNW1JOStLn4JdPj6NU3v6Djli5KczSd5zpsNi0ShmKgIq8Ik0/nayqPv9s7d+7Iojdv3hxUt3ih9rc9f8sJYVyVDUQWf9m4KwdZXJMBl8FcjMLE03/ng6UO/ZlQcAmkj7du3SIo7aEfd9UCTOIViRBvz+sx2F05nRNNK+/wNc1a6LcQi4PqY4jA1a6b0jGciE7gvEZJHV+zaevTPWFp12OwJ8f3f1VdnZUqi5RWwizeEztc857ABaWwu7BG8r4W5DQ0gZbjtEso6xMX0HcLXqTvuVDWhfz1lR/Qp7VaxADZn4maE8KEBM1hpqc+duq/acrk01NeXAMBEAABZwIiEoRIS9MRCceZDY7DTwAKexiYX2jVZjc9vThkTtFmEM7CLD4MIxJbTdTp999MFzOWvsywK5P4JAeFXYR0m8ieQsVs1leIchBbN1aIemvVP26qj5ghagbVDiMBy5GPeG36SLrvYTN1nbOQxWKhkyct1MKT5HWflNLuX39CYr6801pFVe/vpeP1XdRra6H3fl3OZ8dSeupAS6Fh7AqaBgEQAAEQAIGQE3C2QAt5g7HYgH3GyIU5vOKRyZ7i37NcIc3xHDxuKy7YBk7gogeF3ZcZdrvTOX0Nu5JszeLp9G9HL8iY7P/9qbnqNLYg4BcBu0m8h99LvypGIcMQ6OoRotymLw7spS8cpErPTaOFDbV0xdrLruaWknnFKjped4DKf7mLhKpOrOQvyM2jTLy5OFDDLgiAAAiAQLQTwGMvDCOszOE9zRhlKk/xHNoNCQSCSUA5nJs5dndC2QAAQABJREFUcaCHeNHGON3R3HUvQrt16GvYHWfYRR3fyk6VCntpVSNBYRdEkAIhcE631ICH+EAoGrvskmefpyXuRFz4ApnVtQQzfe95noXvaKEOXi2WNHUSJUTpW4v6LVZdxxYEQAAEQAAEFAGYxCsSIdzWXtWUcFce4lWzyiS+BmbFCgm2QSJwUYV0c6Gwjzdp69FFDM6hkiuTeFFmDi/nuGdaAjVf66FPrG1DVYPrIOCWgIgHK1KKU3gvtwVwISYIJCRNounTo1NZV7+Z81PGx8RYopMgAAIgAAK+E4DC7jszn0soD92eZtjn6vGGlfmyz42gAAi4IXBRd+I1c8Jgr9u+mMSL8G8iJTmZxItzeVlaTPb/4ll2JBDwl4CKpuHpt9LfulEOBEAABEAABEAABCKRABT2MIyat2sy5+qO5043XAuDVGgiVgjYZ9gnDTaJ92WG3Z1JvOD4h7q3+IOnmqRH+lhhi34Gl4By0DnLhTVIcFtCbSDgPwGzHor109rhtygS1k0iqTB2/vcKJUEABEDAM4FL7ZoVnJrs8ZwbV4NJAAp7MGm6qOsGrw0WpsIiZrUnL/Gi6Dx2PCdSqDzFn6zHhwAJOIb+6eL7r+3GLYofPZImJ2jx0x27P15fw+6NSfz1Hm2GPWHM4JBKkxJG0yNzJpK438vPXHVsAvsg4DUB61UtrGXGZO230OuCyAgCYSSQqC8lCmOTbptSsqgwdm4z4gIIgAAIBEjgcrsW9ere1MQAa0JxXwlAYfeVmI/51YyRK4dfzlXN0x3PnQ2B47mio1Z6r7rZuUkcRzkBtcQibYLrMEjj1Bp2XRl3h0Mo/SIJxdxdWjF/qrz0vgX3mTtGOO+ZQK2usMMk3jMnXAUBEAABEACBQAncnaxZXl7WZ84DrQ/lQ0cACnvo2Mqaz/vwAqrWsWuh3YIn2NXrN+nv37WQehkOXs2oyegE+j3ED16/LmRXM+xq9txdf9q7NYXd2UO8Y/4nzVPk4eGzLY6nsQ8CXhNQHzhnuVi+4XUlyAgCIAACIAACIDAkAWX5e1l3TjxkAWQYNgJQ2EOMXjlR8uQhXomgQrupsEbqfKDb//UbizRVVrOtgdaH8pFDoM6Dh3jRi/FxWoykoUziPa1fVzSmjBtDC6ePJ6H8f/gVlHbFBVvvCSiFPQMx2L2HhpwgAAIgAAIgAAJRTQAKe4iH97weps0bE0/haEmsdW/o6CGx9thV+uxCO6mXWlfXnc/9vqaFTeGvyNPK+Z1zHhxHLwFlVTFzousZ9gRdYR9qhr1Dn2FPNHkOgvyUMovX77noJYueBZuA+n1KmzDYOWKw20J90U9AOYRTDuKiv8foIQiAQLAIqEkMOFcLFlHUEygBKOyBEhyivJphz5iseXIdIruMaS3y1DitY3/3dDN9518/pe8XHac/3VMlZ8yHqqv71m3667er7dl6eu9IB3j2E9iJegJqXZI7HwrjdKdz13tcfyBSgDp1hT15rPs17CLvU/doZvG/s2gfiVR5bEFgKAJ1rZozmwyYww+FCtd9IKCcsvlQBFlBAARinMDpRs1JM5yrxfiNYKDuQ2EP8WDYFXYvTTwz9Xjs567cINutO/TLzy7RUzuO0qb/PEHKy/tXPGv/52+dGlLy/33oPDV29tDsyWNpwXTNo6OKCT9kYWSICgJqGYS7GXb19Vh9TXbX6fZuzUN8crxnhV34YRAzpFfYb8KXlzvdVYfzIDCIwPmrN+S59EnefdwcVAFOgAAIgAAIgAAIgEAUEoDCHsJBvcLh3IRpuzAjTor3bEqsxFCe4n9x7AJ9/R+P0N/85gyJuIdzOEb7P35nIX34Z4/RtPFx9D7PYP7T72tVsUFbEZO16OOL8vz/+4f3ssKeJPcvtGovxYMK4ERUEqjv0GJmzkh27SVedFo5nvOktCuTeE9O5xTAp+Zrs+zvIyqBQoKtFwSsLV0yV7qX1kheVIksIAACIAACIAACIBDxBKCwh3AIxUy4SLNZ2fY2ZU4bL7Oebe4i4ejLzLHZX1v7NfrNT3Lo6YXTZCztf/5ullzr/rPy81R+1nXM67/6r9Oynj+6bzrdNzOJlEm+8lrvrTzIF7kE1IylO3N41TO1jt2d3wSRr+3GTZl9KJN4kekJ3Sz+t1jHLpnhH+8IKN8cMye6/7jkXU3IBQKRQ0B9KFXhlSJHckgKAiAAAiAQLgJQ2ENI+vyV67L22V6aw4vMc6dozsEWsQl74XezqfS5pfSUHi5LibogdTy9knevPPwfvz5JSjFT19/49JI0nxcxs/985Tx5WinsF1oww644Rfv2kvIQP4QTL2UW78nxnPIS78160AdmJUuLErEc5Cs9rGG0s0b/AiegHCTCJD5wlqghcghUN2hrZVV4pciRHJKCAAiAAAiEiwAU9hCSVi+gSln2pqnpSSb6P9/Ppl/9+AFaNm+S2yJitv0HS9Ok87mNv6yka7rTsGY2w/+H98/Jcn/1tNlu7qzMTC+0aI6d3FaMC1FD4KJS2Dn6gKekFHY10+Mqb0e3NsPu7dIONct+yOLaAsRVGzgXuwSEvw7hb0MkT8s3YpcQeg4CrgkoL/gWXgaHBAIgAAIgEJ0EoLCHcFzPX9UeoOns9M2X9Ogc94q6Yz1/sWoe5WRMIOFY7L//6kt56f9554xU4h+fO5FyF0y1Z1cfDTDjaUcS9TufX2iTfZw1hBOvcWNGynzqo48rMEqZ92YNuyi/Qg/v9h7WsbvCiXNOBNTHpTm6hZHTZRyCgKEIzGcrN5GqdU/SwymcsnpSkTyGUxa0DQIgEN0EVOShGRN802uim0p4egeFPYScVQz2DDcxsIPR9M4//hoJU7oj51rph7+okDHXTaPvope/OX9A9SK+e0pinDyn/oMbkAEHUUVgb0U9lZ1qlr4OHuWPN57SeJPm+b2rR/ME7ypv241b8vSEIcK6qbIPz54o2xae4pvY6gMJBDwRUEt1Mob4uOSpDlwDgXAR8MYqKVyyoB0QAAEQCBeBy7rl5owhllqGS55YagcKewhHW5nEi1BXoUrCRPmf12WTUNI/Ot8qmyl4Yi4J03rnlK6vpVeh5pyv4zg6CJzmNZF/ub9aduZv2dfBnCG8bqtY7J029wq78hKvZnOGIiXuR6G0i/Q7mMUPhSvmr9fqvjWGcpAY86AAAARAAARAAASCRMBI1kJB6lLUVgOFPYRDu+GRdFqdlRLCFrSq75mWwE7oFsiD+SnjKP+hNJdtztLXMitvzC4z4WREExDx0n9SUiX7sOGhmfQN9nUwVErUY6tfs2mz6K7yqzjs3q5hF3U8ifBurlDinAsCVt054ewhPi65KIpTUU7AVnec3vjnn9H27dvpn3eXUk2H+w+LUY4C3QMBEACBoBKAtVBQcYa0MijsIcT7199cQNvWaIp0CJuRVa/i9eobH0unv9UVd1ftKcdztfraeld5cC6yCRT855fU0NEjfRtsXpnpVWdUWLfrbmbY1fp19cPuVaWc6Uk9vJuw/PC0Pt7b+pAveglYW7XoFbN8iKgRvTTQM0Wgt/4QvfZmOTWMSqOHH86ihNZztP/nr1OtFzp7p4cPkKp+bEEABEAABEAgEghAYY+EUfJSxoIn55CYYXeX1PpQmMS7IxTZ5//utzV0rLaNpowbQ8K3gbdJmbm7M4lX5vDJ+ky8t/WK9e73zUyS2X9/9oq3xZAvBglYr2oKu1q2E4MI0GUXBBpOWfhsKv3ox3m0dOkTtP6Hy/m4k6rOdbnIPfCU8pr+IDtmRQIBEAABXwgoX09wruYLNeQNJQEo7KGka7C61fpQmMQbbGCCIM571Vfo9Y8uypr+5XvZMg66t9WqNezu4rB36DPvvpjDq7afMmuRCn57ulmdwhYEBhAQ912r7tRQfGxCAgFFYKL5cXps+YOkvMB01NbKS4m6A1WVD1sQAAEQCCYBOFcLJk3UFQwCUNiDQTFC6pith5cTYeCQooeACNX3Z2+dlB169dsL6F495JC3PVSm7sr03blcu65MJcf7rkz9wb2awv77mhbnanEMApKAtUX7PfJkHQRUsUkgIW0hLV2SSaOoiyoP7qafv28lSlxAS6ePik0g6DUIgAAIgEBMEsBTL8aGPY1DMdRxWAbhlTkD60UjfvS7bt6mjW9Uke3WHfruAzPomUW+OzkcF6f9DLidYe/WnNH5M8M+g0MOzpmSQF9d6SKhtH89c1LEM0cHgkvA2qKZN8McPrhco6U2W+0hen3vFyQWTaRm5dKzKxayAj84mUwDI6PcdZc2HzFmzBhyvja4tG9nRJ0iiTZc1e3qnLsWRo3SeiO2vpRT9Q1V3p86Vd3B3kIW10TBZTCX4Wai/rsSkg23LI50gi3LUL9ljm2LfUcuo0drIYGd8+A4NARcPfdC0xJqNQQB4SleKOxilh0KuyGGJCAhXis/L8dTrBX/n9+4x6+6hpphVybxiSb/fi6evGeyVNh/e7oJCrtfIxTdhdQMOxzORfc4+9W7luO0i5X12xMX0Hd/sIo8TazbbLYBTdy5c0ce37x5k5yvDcjox4GoUyTRhnPd4oXa+ZynJi7oTmCnjR/tUzlVZ2+v5oFPbJ3b9VUWVWcotpDFNVVwGczFCEzUf1dCOuf/rgZLHJ4zoeDi6bfMVa8cudy6dYugtLuiFJpzMIkPDVfD1qpmsWp1J0+GFRSCeUXgo/Oaqfn/eGquV/ldZRo/1Ay7Mokf67tJvGjvyfmaWfyhM1ddNY9zMU6gVg/pppxixjgOdN+BgOXIR3SbRtJ9D5up65yFLBYLnTxpoZaBurlDicjbvdyuLQm5m62R/EmIo+wPNZQBARAAgcgi4N+UWWT1EdI6EMjQ4xwjtJsDlAjd7eCY62eaNHPihdMT/e6FMol35yW+vVubTUry0Uu8Eijr7kSalDCaWrpu0fGL7bRkZrK6hC0IkIpagRl23AzOBLp6xJnb9MWBvfSFw8X03DT6zkLlis7hQgzuDmUhFYNI0GUQAAEQiDoCUNidh7S3nt5+4wDVdfXSqIQ0WvHsNynDxYfv3paTtHfvB1Tfc5sSEtPo8WeeIfMk4+OEp3jnAY/c488utEnhH5iVTHGj/DeWUWvT3Sns4sOASMlj/b+/l7NZ/K+/aKAjvI4dCrvEGRP/VF7qpOwZnj8mnUdIt5i4F/zp5JJnn6cl/hQMcZm7k+NlC5bGayFuCdWDAAiAgHEI2MPdTRxrHKFiRBL/3/KjElAXHXz9l3TmSi9lLjFTQusZ2vvaG1Tv3FebhV4vKqO63kmU9eACSug8RweKXqdaTa9xzm2oY2USf6FVuPBBimQCn3LMdZEeTA88zvDYMSNlXd23bsut4z/KS7y/M+yirsczp8gqj5yDt3hHttG+v/XdsySUdndJWF2Iey6B77/keP8/CLmrH+dBIBQEhDNNka7xB3skEAABEIgVAmoJzwx2YI0UXgJQ2B14d1neo1P8bvnYj/6UVix9gr73w+V8tYE+smhmxypr17nj1ElxtPrHz9ITIt+PRL5O6pDmeyqXMbfCS7xIDZEgrDERGkaqT626wp4RuMIuFCaRrrt4Ae2w6V7iTf57BH1Il/FUwzVyFz7OMGAhSNAIVPN4/68D1W7rUx7i53IkASQQAAEQAAEQAIHwEViqT/jAWih8zP1tCQq7AzlNZYmjpDj9ZNJcSufdBkudQy6ihLnP0Hc3/JAyOTZsfV0Nvbf3I76eSAlaBQPyGvFAxWOvaR74IcKIskIm1wSEmbql6bq8mD0jyXUmH84m6sp4p66cOxbt0MO6+eslXtQl1lkq0+gPv2p1rB77UUqguvE69fTeIbE9cKLRZS9FeEmR0ifDvM4lIJwEARAAARAAgRATgLVQiAEHoXrYIDpArKsRinkapdnXrI+iUayE9/Q4uaQ1JdF0ztNlKaVfHjin15BKCS5oijAMRklKlowp40isG7187RYtmjk88ilZjMAmEmU5cr5JoluaMZGSxgWu7CTqDuVu9o20xxxVXDptmtnntInj+Jr6muX7yC0zp0jz6I9r22nNkpk+VaBk8alQiDJDlsFgXTE51ajdoyL33/32HH3ngfRBBS93aA4N505LtN93gzL5eCIuzv971MemkN3ABOo7tOe2+hhpYFEhGgiAAAiAAAh4JOBCxfSYP6ovTpw+kehMD4nHvN1Ak3WViVO0sFTOnU8w59GL5l5qsZRT0YEqeu94C61fOmlANiPGb5w5QVPSzzV2kG1O+D12i5d7I3IZMHDDcOALl49qmqWE93P89WCwHBenGdu0dHZxfSapPKl6r1zT1nqMH9UXUFs56ZolwO/PNPtUjy9cQj1skGUwYXdMjlv7/RU08z30D+9W00++njGggnON2vr2GWzWpO63ARl8PBCy9PT0EJR2H8FFYXblHGl+yrgo7B26BAIgEEoC1bpDyXsDiMATSvlQd+wRgEm8w5ibEoSaXkdWZSneW8dHrLxPtavvMrfl7Z/Rq9tLpWJPNIommR+WpvOtDVccajPubvokrT9WxGI37iANIdmxWs2s/IEgOJwTTSWoWOz6bLpqXjmhix8d+HoPYRIv6mli5e2rK+o/MtUSttFGoOpSh+zS//yGWW5//qGVhOLumKy680vlDNPxGvZBAARAAARAYDgIKF87yvpwOGRAmyDgSAAKuwONhHQzCePi8tJD1NXbRZ+Uvkc8V0P3pPEsZt0n9MbuUqrl6fe0jFQODXuOyo7XUW+vjWoOHSArl8tYkOZQm3F3Z03UHM+pl2XjSgrJXBHounlbrgsW1xbzvRmMNC5OU8idnc6pkG4q9FugbT02l61YOB09j3XsgbI0cnnxsqPCtX33gbvp6YXTyHbrDv3D+2oJkSa98qOBWVAjjyZkAwEQAAEQAAEQGE4CUNgd6ZvM9OxTc9nL3Be0a8cuOmLtobm5P6Bs1olud9VRw5Va6mAT+YSFy2nBlJF0rvxN2rHjNdr/RR2NTb+PVmQOnIl3rNpI+2o2CzPsRhoV72VR3uHvDzD+umOL43Wnc9ecnM4FXWHPnCybPVJz1bF57EcZgS8va6bu9/GSDZG2rMyU2/1VjfaPTWqN8eRxY+Q1/AMCIAACIAACIAACIDCYANawOzGZlJ1HBZkt1MCmmiMTU2l6koYowfwdXq+uMk+iVetfoMdb6mUot7ikqTTJlcc5ld1g25REzSnT1a6bHMarl8bp5tAGExPiuCHwiW4OH4z466qJ8fo90Mkzo46pvVtzCpYcHxyl6rG5mo+HI+cww+7IOdr2v7ysmcNn3a0p7FPHx9HGx9Op8AMrvfx2Nb35owfogu4hPmNS4E4To40f+hM7BFQ4pXtTxvvVaVVO1eNXJSgEAiAAAiBgaAKYYXcxPKMSJlFaWppdWXeRRZ5KmDSdpk+fHlHKuurLPH1dfl2bkwd8lQFbwxL4pLZNyhZUhd3NDHsnh48TKTE+ON/2xMciFVbwmN4P2QD+iSoClXW6wu4QcvBPHkunCWNHUxXPvr9zsomsrd2yz7MmaUt0ogoAOgMCXhJQ4ZRE6Et/kiqn6vGnDpQBARAAARAwNgEo7MYen5BJN0uf1aq9CudfIYMcgopDsX5diKnWsIv6HVOwTeJF3Q/P1taxf3iu34u4Y5vYj3wCxy8OVtiFw8E//wPNNP6VsrN0RvfCm6E7wYz8XqMHIAACIAACIAACIBB8AlDYg880ImpU69gv6F6aI0JoCEmfWdslhWCuXxcVKk+oyjOqQq1M4pOCZBIv6n1cX8d+9Cso7IpzNG3r2rrlUpvJCWMolcO1OaY12akkHMxduX6TSj6/LC+lT44M3x+O/cA+CExP0sKjXmqHlRruBhAAgdggoJbezJiApWzhHnEo7OEmbpD2lMJei9BuBhkR78RQ69cfmDXBuwJe5koYo7zEO61hv3FL1iBMmYOVxMcGkaobr1NLl1Z/sOpGPcNPoOqS5nAu200Eg79+Zv4AIWdNgEn8ACA4iAgCdydrCvvldm1pR0QIDSFBAARAIAACaulNGp7bAVD0rygUdv+4RXwpZYZ6ETPsETWWn1i19es5s4OrsCfq6yfdzbAHy+mcgD2WPw7kZGjyf3wes+wRdQN6IWzVJc0KxJ3Cnj0jkVbeO9Ve01zdn4b9BHZAAARAAARAAATCQuABfRJFvV+GpVE04jMBKOw+I4uOAjN1R09fYYY9YgZUKNOnG65JebMdnHkFowMqUsA1jhrgmJTTuWDFYVd1P6p7i/8Q3uIVkqjZqhn2r+ke4l11TK1lV7OUrvLgHAiAAAiAAAiAAAiAABEU9hi9C8T6UpGEEqgci8Uoiojp9he65+0lM5MpblRw/9Md52aGXYV5U56IgwVLKewfIB57sJAaph4Vg/1rdye6lUko6j9+dBappTluM+ICCPhBQCy3EemeafCP4Ac+FAEBEAABEDAYgeC+9RuscxDHM4F7U7W4r1aYxXsGZZCrx0IQf111baK+Rr1NX7Ouzrfrx8lBXMMu6jZPG0eizVau/2wzIhUo3pG+Vcq6UJRMoz0/Xp77egZlBdlSJNL5Qf7gEOi0ab4xEvVwlcGpFbWAAAjECoHPLmhLux6aPSlWuox+GpyAf4E/Dd4piOcdATG7JUysL7TcoCwPs2He1YZcoSbwqR63fKm+/jvY7YlZ+57eOwOqbe9WL77B/6kQs+z/9WUjCW/x87COeQD3SD1QCrsnc3jVNxHm7b8tn60OsY1JAr106I1f0O0Hn6UVma5mw21UefAAnelU4SZ5yc5YM63+5hLSXL7FJDR0GgRAAARAIMYIeJ4CiTEYsdZdZY4KT/HGH3kRH/2Uvn59sRvv24H2QsViv9p1016VMolPjg+el3hVuTKLRzx2RSTyt5X6so2sEN2jkU8IPVAEOupr6ZODb9IXDa3U4eQ7Q+UhaqVTp6xU38WKem8v/5//bg/0s9GfF3sgAAIgAAIgEJ0Egj9tFp2corJXSmFHLHbjD+9x3TzrvplJQV+/rno/ns1HRZi16+zXQKUb/KFAJOHZPdjpkTmaqdnRr1qDXTXqGyYCX17ukC1ne3A4N0yioVlDEeiiD/bupTM9Qwhla6VmiqNnfvg9yhwiayxfFktQzjR1yVCZ81PGxTIK9B0EQAAEopIAFPaoHFbvOqUU9tqrWEPsHbHhyxXK9euqV2qG/XqPpqSrmXbloFDlC9Z2UsJoEi+XwkGUUNofmTMxWFWjnmEgIBxYXmztlh+UEKptGAYgoppMoG8+/yJ903aStr9W5lby3ivNdJt6aP/2V4l3aGRiGq369rfJPCk6Xl1UGCUVVsktiCEuqLX6au3+ENlxGQRAAARAIMIIwCQ+wgYsmOLOnjxWVqc86gazbtQVXAKfWTUHKEvTgxt/3VFKMcMu0jXdYVOH7nAuKQTm8KpdNcv+Ia9jR4psAhW6Ofx9HMUACQSCQaCn44qsJjHtPlr+2AJK6KyjA0VvUF0wKkcdIAACIAACIBAhBKLjM3WEwDaamCL2toivLcK6idnUUM2kGq3fkSaPWL9+or5Tih1KZWicbvauZthVuL9EvkdClcQ69v9z9AIdPccK+x/A6DVUnMNRb+UlzRweDizDQTs22khY+G36UVoPJSVpDumWTI+jV9/8go5buijNPNBJncnU74ZuzBgtbOldd91FjueDSU3ULZJoy7kN52N37QZLzmDI4k7GYJ73lksw23RXF2RxTcYoXIwih6AU7bJ4+v1wfZdoZ0ePDr5vI0/txfq10L2JxzrZCOl/BnuKr7zUSdarN6CwG3TMjl/UFKFQrl8XXVex1pVZZYc+0y4+6oQq5ege70VoN7F+XpjJI0UmgS/5d0Sk7DTMsEfmCBpP6vrKD+gUmWlFtq6cT0ySQiYkDPapYbPZ7B24eVNznHnnzh1yPG/PEISdhDGawl7b3EmLp/d/PBAv9962GSw5RT9FEvU5tu2LLEFA4rEKyOIaD7gM5mIkJkI6x/+mBksbvjOh4uLu98O5Z8oad3qS9nH01q1bBKXdmVLojmESHzq2EVHzLFbYRUIsduMO129PNUnhHpwVOnN40YBS2G/c1F7+OvSQbhPGarNVoSK0fN5kWfWRc1dD1QTqDQOBKt3hXNaMxDC0hiailUDdJ6W0+9efkFC/O61VVPX+Xjpe30W9thZ679flfHYspaf2z6YPF4f5KeNl05fbuodLBLQLAiAAAgETUO9+wg+Np6Qmc+5OHv7fX09yRus1KOzROrJe9itjkjYzIGbYkYxHYG9FPf2a/0TM6m9mpYRUQLWGXSnqdpN4U+hm2EWHvq4r7B/UYB17SAc4hJXXttxg3we9NGNCPE0YCyuJEKKOsqpHsQ/4gamroZauWOvY1RyRecUqSo3rofJf7qIdrxVR1ZWRtCA3jzJD+5M0UCAcgQAIgEAUE1AfH6v10MFR3NWI7hoeexE9fIELr2bYb/Zqs6qB14gagkXgU3Y095f7q2V1O/54Ec2Z3G92Gaw2HOtJiNPMTJXTubYbmllpcogVsMd4HbtIR8Q6dqSIJKDM4bF+PSKHb/iENpnpT180D2jfnPcCG8HrKcFM33veTF0dLdTBwUySpk6iBLy1KDrYggAIgAAIxAgBzLDHyEC762bmFE0JhLLkjtDwnL/EZpY/KamSjW9mZ2xfz9SU2lBKo8yi7E7n7F7iQ2sSL8yrhC8FMUNbdVlbBx3KfqLu4BOorNOiGGSlaWuMg98CaoxlAglJk2j6dO+V9U9r2ySuB0MYVSOWxwN9B4FoJqBMw1Wo22juK/oWOQSgsEfOWIVEUhUvWZi0IhmDgHhY/N//USkV2G9+LYU2PDwzLIKpWL5qhr1TX88USqdzqmOPztVisH9wFuvYFZNI2qoPLVkzoLBH0rhBVhAAARAAgYEETjdekyeUqfjAqzgCgeEhAIV9eLgbqtX5KeOkPCfrtR8pQwkXg8L8tORLsvIHlMU8W/n331oQNgLqa7J9hp3D/YkUDoX98UzleA5m8WEb8CA1ZLt1h07ra99gEh8kqKgGBEAABEAABEAABHQCUNhxK9A90zRvt2eaoLAP9+3wl/tP0yfWNprBZuL/8r3ssIozLk5bHKrMwdq7tTXsSfGhdyKm1rF/ySbx13puh7XfaCwwAid17/Bfuxve4QMjidIg4B8Bs/7R/XJ7f2g7/2pCKRAAARAAASMSgMJuxFEJs0z36A/7M43Xw9wymnMk8PrRWtpb0UBCcf759xdTYoi9szu2LfaVwn69R5tZV17ik0yhV9hF+4/O0c3ia2AWL3hESqqo09YLQ2GPlBGDnEYjoPyH+CuXWs6EEHP+EkQ5EAABEDA2ASjsxh6fsEh3zzTNJP5sMxT2sAB30chH51vpb94+La/872cXSSdsLrKF9FRivPMM+y3ZXqi9xKtOPW4P7waFXTGJhK1yOJedlhwJ4kJGEDAMAeUcD2tlDTMkEAQEQAAEDEkACrshhyW8QimTeIvuaCO8raM1QeDAl40SxIsr5tLDs7WZ5nCTSRijh3XTZ9iVaXy4ZvqVWfzRc63h7jraC4BA5UXdQ/wMmMQHgBFFQQAEQAAEQAAEQMAlASjsLrHE1slJCaNpAsfabmcnY1eua+uWY4vA8PdWOe0aLmVdEIgfrSnsPb136Mq1HgklUFNNX8iK0G7Tk0x0tesmVWN5hi/ohi1v183bdLm9Wy6nSJsQP2xyoGEQAAEQAAEQAAEQiFYCUNijdWR97Jc5RXM8h1l2H8EFKbulSVuOcG+qNg5BqtbnapJ1s/g6jgMvkviQE870uB5v/gOsYw8ndr/baruhLZuYyB/9kEAglggk6s44O23afwOx1Hf0FQRAIPYIWPSJlLuT8XF+OEYfCvtwUDdgm/dMS5BS1TR3GVC66BZJKevzdG/9w9nb8bqDubrWG1KMcDmcU31GeDdFIjK2nd2ashLu+yQy6EDKaCagPLOrl9ho7iv6BgIgEL0E7tat44b6+Kie93dzFCOk8BOAwh5+5oZsEevYh29YqvUY1vdOH/41wCoWe12brrDrM+7hopOTMUE29fmFdrrB5tZIxibQrhT2MIT+MzYJSAcCIAACIAACkUdAKeD4+GjssYPCbuzxCZt0yiQesdjDhtzekFLYF6QOv8KuZtgv2RX28Jo6j2XHd0ppP/oVnM/ZbxKD7nSy3wuRksL8YcegOCCWQQiomSJltm4QsSAGCIAACIAACPhFAAq7X9iir9B8FYu9CSbx4R5dZRJvqBn2Vm0N+3AoYspb/O9rroR7KNCejwQ6bFDYfUSG7GEgoGaKlNl6GJpEEyAAAlFC4HK7TfYEa7WjZECjpBtQ2KNkIIPRjTmTsY49GBx9raO6oVMWWXR3kq9Fg55feYXvn2EfE/Q2hqrwsczJMsuRGsywD8VquK+339CiSiTFh/8+Ge6+o30QAAEQAIHoI3BZd7qrTMWjr4foUSQSgMIeiaMWIpnvsc+yXwtRC6jWmUB9h42u9dymlMQ4MoL55ri4UVLECy3aGvYJw+D9e97UBJo6Po6aOLTcOThBdL5lDHXcoa9hH477xFAgIAwIDCOB+Xp0ETUzOIyioGkQAAEQAIEQEIDCHgKokVrlvGnjpOjKnDBS+xFJcqt444r9cMuuZtiVHIkmTYFXx+HaPj53kmzqyLmWcDWJdvwg0KGvYR+u+8QPkVEEBKKOgPrdvtyuLWWKug6iQyAAAiAQ4wSgsMf4DeDYfbMeVuxsE2bYHbmEcl85nJufMrzx11UfE/Wwbuo4eZhMnR9T8dihsKuhMOS23yQ+vM4JDQkDQoGAjwSUczwVVsnH4sgOAiAAAiAQIwSgsMfIQHvTzXl6LPYzcDznDa6g5FHr142isCuTeNW54XA6J9p+eI42w/7x+VaEd1ODYcCt3emc04ceA4oKkSKaQC8deuN1+v/ZexfwqK4rTXSBBHoUUukBQhIIJCyZwpAgwEa2u50YB65h0h7LHd+LHU8M9nedsZO4Q+6lv9jpb2ZyZ76OnWnuZzLtBH/xjA1OY+PbJpa/0A1pE3BCYvMwIDlgFQYjQYEkBHpCSSUh8N3rnLNKp0qn3udUncfatqjz2Hvttf+9q85Ze73eP22voKhkzca+spZenMw8I8AIMAKGI8ACu+EQW6eDSncuYFot9B2+qkR/tg731uSUIsRT/IBMj4JMK4mPwgyl6yrIyYKlc+QgfB99zmbxNB9Gfv7j/rOAf4kU8mHP1MZOIrxyXWsiMNDRBod2vw3HOnthYETOSmDNkTDXjAAjwAgwAoxAcgiwwJ4cbrZtRWlwyLfatgM1wcBwUwSDBOVOmQw1pfkm4AggXMOeKZN4BOMrtXK0+N9/1m0KbOzMxKBYiz//fZv0l8hmXf/QdQkWdz6bxNt5fWRubH74w86dcOBkZ+ZY4J4ZAUaAEWAEGIEMI5CZiFIZHjTAGDT/Zjsc8PkhK9sNDWsaYVmVnNIslLUAHP3NTvjwTDeMZbugZuEK+Kv76gBB6zi6Gw6ckdNxYZsxKISvPLgGqnJDKVjtbH7ZNDh2fgA+674Gy6uLrMa+pfilTRGPEuzPDMyjZltdSjMQJZ76Rz/2zfs+h387eQl+dH8tXeZPAxAYVKK9I+leIYSHW1pE6vLyNTmt23QXp3WLhBFfTwUBFzzw7EZ4IHACXnp5TyqEDGubyAaXYUwwYUaAEWAEDEagtUuOb0VZKQzujsmHIeBIDfvp3a/B3lOXoazOAzU53bD/7S2wryPc1G4MDm17Gfaf6oSKxXfD4qocOHPsPXjt/TYJQt+Jk+Dr8AtBXfw3Jv4CI+LI+sVTUSgNgnyrrT8i847AqwT385gk4Bwipdawo3tEJstCkaqoWGhuuwYDcL6Xox8bOReoYafSp2jN6TzS58jYTelWptdJJP74OiNgJAIN1cUSeXJrMrIvps0IMAKMgFEIzCrKk0hjmuFohTYn493Qj0aL7yWOgPM07GKnftfJQahY8QSsXYaBrZbB4KZXoeXDM3Dfwx4Vgj5ouQwwY8VT8PAy9KVtgJLtm2DviRPgX1UGPnGv9sHHobHOXhDOFzmwsXzGgeckHIz8JxghXtkkMbKveGkXqHzWzeCX3FBTDHtOdsORc30wp0R+qMQ7Fq4XPwJqgZ3M3GO17le08u48NoePhRXfNx6B3Nxx87bJk2VdxNSpU0F93SguwvsIP4/Ur1584jixIL3wvsPPI/GSjuvMizbKjMtEXDKJSXa2/F5Pn5nkJRwZI3ipLZd/OyUXTdXvaHjf6t8rvDdlCj/7wzEy8txe0mZcSGVLJu0uFz3c3bCwOgt8vtPgBw+MG8aXwd333AM5tXSlB4RlPEBJGbjGugGN4Xvf2wybsM+sQli85huwyiNHtsZLVi2UD/zPHePm/lYdi9n5JoGd4gaYgV+1ht1tgsjfi2e7JYH9uK8fvrGk0gwQ2ZKHq6pgXr1Dspl7rIEOKjnYi9h/PRZUfD8NCAQC49qhC31DUo8z8rNAfd0oNtR94Au1+jxanzdvylYqo6OjcbfRooftsSA9dd+J8KJFV89rzIs2mozLRFwyjQlazWKhT/V3aiK36buSDlyijVX9e4Wjvn79Ogvt6Zt+cJxJfEAI5iOQBbXVJIgDSJtpN8JN2l2wqKEB6tzZ4Pc1w7aXXof2GwALG4QWfmQAenGSCqthxcp7oMo1CC27Xtcwq0/jTOrUFZq3zi6WNZnn2AxZJ1S1yZAp5a2KVYN2rfRedanM4M0giC0RAjuWZh9vIBm5EijaO/aRqIY9k4EJjcSEaVsXAdQUYZldRBvz1h0Lc84IMALpRYB9tdOLN/cWHwKO07DnCg05wCkYGREf6md5SYlKu07g+WHfO9vgWLvYrc+pgNWPr4VFpQhZPTzzVA3kuN2Stn5ZfSW8tultaDkszOobhUCvKrgjZpYSLy+3CRPtC33D0NY7AvMrZT89vccQLy9696tFLxO8fNopC6DzpruguGB88ygTvIRjUpibDWgiXezKmWBeGV7X6PM76+Tvz5nLfrguvm1m8J0ywxwR7nrxoijLJbKDIzfjmvchxe0dI8TrxQeNK5XPnJycVJpzW1MikA08q5En5jYlDkosH9TIFPgOI8AIEALsq01I8KeZEHCcwA4ul/Tg97YNwLJ61N4F4LRPqM7LyiThWz05R9/+JRzzCa36ym/CGiGUUwl0NMMfTgKsWFWvtCmUhP0xIeCEl2jmJeF1jTzHF+p4ebllupxi7M++Xri3Vv9I8YnwYiQmSDtTvLSck3OLz5/pCs5LpngJxxjN4lFgnzZ1cpC38DrpPK+vKhIa9n44crYb7p5Xks6uJ/RlljlCxvTkpffquDnxlcHhuOb98qBsdoyWGPH+tkwAVOcLiMmI2I1loV1nYDNNLtcD39kYuhmeaZbM1D9tZJJlgZl4Y14YAUaAEWAEUkfAcSbxkFsDtUKu7ty7C9r8AfAd2gWnhLa9emGVQFOkcWvaDk37RCT4gBc+FIJ8VtVi8Lj94PV6wSsCznnbhKA12A4nW/bCrqM+ERk+AN73m0DI9VBVW5H6jJiAAvlUn7p0zQTc2JMF8l9fYKKAc4T0NCW1mxlM4pGnpXNkK49m3wCxyJ86IzAYkPOpI9mEfdjzOKWbztPB5BgBRoARYAQYAUaAEQgi4DwNu9CFr3l8Jfhe3Qs7t7wsAZFfuxoeXoTadj/4znTCmWq/8FNHm3mAG75jsFP8BUtWLTzzgxWwWAjrLfvfhs375TszFq6GVTXmMX8P8pvEAQWeY4E9CfDibEL+62ZK6UasFyjB5swS/Xvp3GJ47U9tgIHnuBiDAJkAIvV407qR37tZ1okxyDBVRsA4BMiEndIqGdcTU2YEGAFGgBGwMgIOFNjFdLnr4dsb6qCjsxduiAjvVZVyYCsQwnzjxo3B+Xx247LgcfjBqseehRX+Aege8IPLXQZul32grCmVTeJ9wo99aPQGcJ7l8NlP/Zzy3C8on5Y6MZ0pBDXsJtGckob9OAee03mmx8mpNezxCuz9SjR5s1hijI+GjxgBayBAJuwcHM8a88VcMgKMACOQKQTsI2UmimC2CyqrxoN9Jdoc62e73FAp/uxYFlYUwMnOq3BaBPtaPKvQjkPM2JjwJe3qyA0oEjnPZ0wznznx366qg6dX1MEctzl4qxSRnqe7psIV/yicvTIE85QYCxmbQBt2rM7D3hdnWrd+JVJdcb451okNp4WHxAgwAowAI8AIMAKMgPPSuvGcx4fAAiXq7Gfsxx4fYAnUInN4jMZvxlIr0szdNa8USl1TTMPekjnyxljzBfZjN2JSKKc60h5Qh4yP0hkJ+YV55lknUdjlW4wAI8AIMAKMACPACFgSAecFnbPkNKWf6fmKwO7tupr+zm3eI2FKwf1sPlxdhrdURIrHgtHiueiPwLURJUebQjoes3gyiWcNu/7zwRQZAUaAEWAEGAEzIUDvrpRG0ky8OYEXFtidMMtJjLFOaFmxcOC5JMCL0eTTDjkH+23C7YBLfAgsnq1o2DlSfHyAJViLtOXkotEr3A9iFWrDQediIcX37YrAHXPljcRD7X12HSKPixFgBByAAKYYxtLaFTk7FLpyYqE0ktIJ/5M2BFhgTxvU1uqIhMmTHaxh13vmyCTejBHi9R6rXvSWKibxn3X7QR3RXC/6TqeDwSWxzC7Okz7j0bCT6bxb5GHnwggwAowAI8AIMALWRKBQyQ6kDkBrzZHYl2sW2O07tymNrDBXDog2fP0GdA3KKe5SIsiNJQRQ2KTIwLUzUgt66DRIv1Qp+/yfUCwUnDZ+o8ZLwrlbBEEsVoTvvuHxvOyR+iUzetfUrEhV+DojkHYESENEGqO0M8AdMgKMACPACDACOiPAArvOgNqJ3PyZcsoxDjyn36zSyyRG4eeSGAKLZ8sCOweeSwy3WLXJtB132EuUiO/9Q9EF9l7lvpkCE8YaJ993BgKkISKNkTNGDUAbFBdEFhIujAAjkDwCR87JsXIaqouTJ8ItGQGdEWCBXWdA7UQuGHiOI8XrNq3eS7KLAQecSxzSJXNkf9Hj7MeeOHhRWpCLAfqlUU71WD7sA4oGviiPU7pFgZZvMQJpQ4A2KC72D6etT+6IEWAEGAFGID0IsMCeHpwt2YsnqGFnP3a9JrBV5LbHslAx79aLrhPo1HPgOUOm+WpA1qZj8LgSke8eS6xc7OS/XijM6LkwAowAI8AIMAKMACPACBiHAAvsxmFrecrl7lxpDOzDrt9UksBO7gb6UbY/pVlFuVAkBEQ04W7rGbL/gNM0QjKJn5aTFfRh7/VHN4kfVDTs6PfOhRFgBBgBRoARYAQYAUbAOARYYDcOW8tTLhYaNywUlMryAzLBAChCPEXhNwFLlmLh9rmyT1kzm8XrNm9XA3KEeDf6sMepYe8PCuwcIV63iWBCjkKA4pmQ77mjBs+DZQQYAUaAEUgIARbYE4LLWZWL6eU9jpzMzkImudGSsI6ps/KmcGTtZFBcUiXnYz/uk4PCJEOD24QiMDAs51wvENpy8mGPtUlHJvEo5HNhBBiBxBFwanC8xJHiFowAI8AIMAIssPMaiIgARYCmiNARK/KNuBAgc/gFSmyAuBpxpRAEFit+7C0XBkKu80nyCJBJPArfZFUTK0p8/5As5JOAn3zv3JIRYAQYAUaAEWAEGAFGIBoC9nJADPSD1+uFrq5+6A+I1Ca5RVBdXQ3VnmqQ40tHg4LvaSGAkaMxijT+4TGX5BGgyNsLOKVb0iAuUoL1nbrkh6HRG5DPOcCTxpIaUsT3QuECQ1Y1/cNjdFvzk0zii5Q0cJqV+KI9EeDnrD3nlUfFCDACjAAjYFoEbCGB9Xs/gBefWwE/fS8yzuteeAt+/PQjUM2Se2SQNO4U50+RhHXUsrPArgFQApf+5cQlqfZSJT1ZAk25qoJA7pTJgDnsT4po+59cHIQ7azhPaqqL49qILJwXiKBz+IeFrkWiTSbxhbyJFwki213X+zk71tEM25s+BL9AylXVAGsfWAZymFM1dAFo3r0LTg3KcRYAxFrN98CDmnXV7fiYEWAEGAFGQC8EDrX3SaQ45oZeiCZOx+Im8V2w47l6KF4ghHX4Iby1/zi0dXZC3/AwDONfXx90trXC/re2QP/zj0JN8SR4bkczCN07lzgRKFICz5FGLc5mXC0MAb/QBn+qpHQjP+ywKnwaJwL1ih87B56LE7AY1SjiO2rYsUxXYld0Xx2J2HJQ8XvnKPERIbLRDQOes4HT8Nqbe+EylIHHUwW9p/bDy9sPoTgeVnrh5Ml26PCLO2Nj4n/xd2NirbBGaTv1lE+T+jrcJr/Mpq1j7ogRYAQYAR0RWF4tKz+8XdeiUi3kuDVR8THypqU17AHvHnjR+zS0dq4HT/nEvXnIzYXyoiIor/bAvY88DV3NTfD0ks3Q3rgVPBrVjQTaqrTJR7UvRponq44vXXwfPS/7XKOwmZNt8X2ydIEWoR/c8Nh++AJw4LkIACV4mXzYSVuO3/krItBk39AYlBXkaFIjDTvmbudibwSMeM569+yCQaiCJ77zMJQK+JaVDMGrez8Eb6ABFqmfzYFe6IYc+KsnH4M6E8LML68mnBRmiRFgBJJGgDbwkybADQ1DwNKSQ65nPTQ3PS0L6wEvfNDcpQGUMKn74CBgTOny+kZo+oKFdQ2QIl4qUXxU+5QgUxEr8o2oCBxp75XuL5/LPhlRgYrjZr0SeI42QeJoMqHK//rTOSChc8JNh12gtG4FOfL+bTyp3QZETAssLLDbf7EY85wVay0rP2gC766bD1lwA860o4H8eBm73C2ujsB7L22CTZs2wUu/fBu8PdE17KTtJo3RODV7H5G2/2I/2xDae6Z5dEYigPGasExT3MOM7ItpMwKJIGBpgV0aqAiA09XVBd4PtsKKJS9CszjGc/prF1r1JSvugh3N/BBLZGFQ3aJ8+SU+VtRoqs+f2ggcOYdbRgB3KGZH2rX4ajwIYFq8IpGCDP2s23uG4mkSUud87zD8w/tnYvpphzSy8clA4Lo0ukKBKRbEFku01G7BKPGsYZewsv0/uj5n/XDaNwJZVXXgIuCysgFX3YjyskyXRwYuS4eFVUthxT0LwTXog12vbwcfVeDPIAKk7b/YNxy8xgeMACOQGAKfdl2VGiwoL0isIddmBAxGQH4zM7gTI8l7txbDgmfGe1hS8bPxk+DR/VBfrbazC97ggxgIFLOGPQZCsW+PjN0E8rfmgHOx8YqnBuK479QVaBbp3apL8+NpEqzzf73zZ+l4+DoFsgrecuQBaRQoqCQGmsQSVWBXosizD7szloy+z1kXVJYAnBoJ06YLKGeUBUV4CVjXom/AU1Uj4HbL15dV5sCmt4/BUa8fqjyhdXOFCxyW7Gz5tQY/6Zp0w4B/IvUVT79Tp06VOJo8ebIufKbCiwHQaJKMBxfNhgZcZF60QTULLpniQ+t7mSletGbIKF4i/X4QD1q4TJnCLnGETzo+LS+we9Z3QuvqAASaN8OSh/rheNuPoUikdFPr04vKPcKXPR1w2q8PEth7hE8rl+QQOO6T/dcXVRaAi9OQJQdiWKv6KllgP36+HxoXV4TdjXyKpvAnOuQd9Gth2rzIrex9BzeUsORNkSPEU2o3SkMYPvqrI/JGB0WUD7/P5/ZDQO/nrMsl1tqZMzAAy8At4Ar42oTpexaUuENfSTqa/wAnwQOr6hXhvARri6jy2D6sBDCVqygYmI4+6Zp0wYB/tPrCF+p4+h0dlZ+pN2/ejKt+LPZT4SUWbT3ux4uLHn3FosG8aCNkFlwyyUf49zKTvITPkpG8aP1+qPvXwuX69evAQrsaJWOPQ5+OxvZlDPXcchBp1gGqfwytbSCOWTLXE2jStrG/b/KoHlHSYbA5fPIYhrekSPstFwbDb0U8J1N4qoCR+51eepRgkvQ9RzxKXXKguUgC+4ASz4JzsDto9ej8nK1eWCsE9lOwa18brG0A2LXnlPBpr4UaIZf7DjXBPl8FrH24AQbbW6DlzEkoKXsSFpcEYP87+wXo+VBdwRZzDlp9PFRGgBFgBByPgLV92APNsHrSJFi9ox2gfQ8sEDmZJ4nziX+rgV3Yk1vrFCWe07olhx+2Oiq0wFgaqoUdKBddEEBrBSzeS9dgKE7B+293ngjpe4hN4mGQ/NdV+dSLlbgVA8Oyb3sIaOKEosqzOXw4MjY9N+A5m1v3AKyuLYTOYzth85ad0D5SCCufbJS07f7ONrjc7hOh5sQG/Ko1UJEzAvvf3AKbX34dWi5nwcLVjVBnfVUDODU4nk2/JTwsRoARYAQMRcDajz2x67/h9dcht75cRErywFuvvwXBsLMhsInUbrwhH4JIvCfFSlCpaP6s8dJyaj0yiV82RzbndCoOeo4bzbcXiBzIrSJn6PNNn8LP/o8vRSWPpvAtFwdF5NdsuK2iAA4Lqwe/CFrn9ELCN/mvIx60Sdc7pC2w0+YdR4h3yOox6Dm7qPHbUNPTAb1DN6CwogrIGt7T+ANhBK8Ulwcee9YD/oEeGBAu7+6yUnBZ+62FRsafjAAjwAgwAoxA3AhY/NFXDqvXr1cGWw+PrK+Pe+BcMT4EilxKACr2YY8PsLBaKKyjjzAKl2qhKKwanyaBwH/99wtg3dZj8NtPu+Fv3v4E/sfaL2tSUZvC/5evz4djwuIBBfahUdl3W7ORQy5SzlW18B1M5RjhO0/uMeo2DoHLocM07jnrKq0EFyZij1FcbiGo835nDJT4NiPACDACjIBdEbC2SXzIrPRD04uNGubwaCLPJvEhUCVwMt0lR7KNpG1LgJQjq1I6t9s5/7ru8/+lykLYtn4p5ItAfv/WelkS2rU6oajwX6krhQe+XA4uJd84a9gBwiPEI36kYY9kVUOm8m6VGb0W7nzNjgjwc9aOs8pjYgQYAUaAETA3AhbXsI+D275jAzz0/Huw+MEfwoZG1LSPx4kPAJvEjyOV+BFGg8bI0Phyz1rixPA70t4rNVhew/7riSEXX20S2lHTTkK7WtNOUeGniTX8QuNCiSiaxWNhgV0I7MGI7+OPAgpAd+kqehFPLEGTeCX928QafMWuCPBz1q4zy+NiBBgBRiAyAhRzwyOsRblkBoHxt7TM9K9brwHoAli8BQ42Pa3txq5bT84jhNGgr44MC1/D6yywJzj9R8/LKd2Wzy1OsCVXjxeBSEK72hT+P3/dI6Kfy+4d+UJ4x+IfZR/2oLZciVWBuFB6NzzGgH5owaAuA4pve1GebH2jvsfH9kaAn7Oh87tAxMPA0tolp4oMvctnjAAjwAhYA4HlImj3z3/fJrkLRuO4MJdzr0fDx8h7NjKJF1HlWkLzrxsJnJNok8aNNGtOGnsqYz3ZeVUSeG6ZkQ8cUTsVJGO3RaH99XVLRVA52Tz+B//8ZyBT+BW3Tod/L0zhqZAAyj7sANeUKPFkBk8YVbjl1G5aZvEk5Bcp0eSpDX86AQHzP2eDmQ9Um1BGzQxZnJFriVH9xEOXNg8u9o9bF8bTjuswAowAI8AImB8B22jYPas3CLRXwL3PlcPWp++dEBW+qLycNe9Jrkd6me9TcjYnScZxzY60Uzo31q6nY/IXzyqEN9Yvg8e3HoXdJ7ulLtGd47+J4HTqMm2qYhLPGnYg4bsgbNe8SAg7nQMjgAL7rCIhpKkKbdzxTrsKFIccWuE56xWZI7A4zXSTNg8u9g87ZDXyMBkB/RGgDa9ZRXn6E2eKjEAKCNhGYA90eSUYWn76KCz56UREjg9/AfWh750TK/EVTQRIw943NKp5ny9qI3CY/Nc5/7o2QAZcxZRt21Bof/2oMHm/Af9JmMJPnxZqus1B58aBH/dhDzV7L1GCTWpr2GVXArYaGcfRKUf8nHXKTPM4GQFnInCxT97wCt+odiYaPGozIWAbgT23+hFobb03Ara5UM3CegRsYl8mgb0/QmY0nOEAAEAASURBVF7m2BScWePjc7KG/a55HHAunStgoRDa/+nJ2+F//rE9xBSeeMifKnsCoUDv9DI4LAvf4Rp2+s5rbdL1D8sbd+4wrbzTsXTC+Pk564RZ5jEyAowAI8AImA0B2wjskFsEHk+R2fC1BT8YdA6L1su7LQZowCBOd/thUETVryll/3UD4I1JEvPe/78PL9Ksl08m8SMcdI78fcmclgBDk3gsWhp2EvLJVYba8KcDEODnrAMmmYfICDACjAAjYDYELB50zgvrJ2Geda2/eljduAG27mlWJXgzG/zW4KdEEdh72SQ+7gnj/OtxQ5X2ii4l6jkHnQNpUwknoDAsp3rQJN4/0Q3m8jX5WrirQdonkjtMEwL8nDUCaNosK0xDcDwj+GeajAAjwAgwAulDwOIa9lzwPPggrCvS0qz3w7ZtP4Pfvvcz2PzCfmh+7t70oWqznsg8tn+INZLxTi3lX28QqTK4mAsB9mEfn4/B4evSSWFe6KOgWPFhD9+kC1y/KdVXp34bp8ZH9kSAn7NGzKtTg+MZgSXTZAQYAUbA7giEvqVZbrTV8FxTU0Sut27thyYhqD/0/ArYs/4LWD2e2SliG74xEQG3ogGg6NATazjrygef9cD5viF4vKEq4sD/9HmvdO/OGvZfjwhShm6wD/s48L1KXIrpioBOd4ojmMQPKGngwjXy1I4/7YgAP2ftOKs8JkaAEWAEGAHrIGBxk/hYQBdB44+3wmJRrYtzk8YCK+L9Eldkf9aIjWx8o+2KH36y+zN45s0WoCjb6uGe6x2WTI1nF+dNiFCursfHmUGAtMMjY7K2ODNcZL5X0pZrcUL+6eGBJgeUIHUcIV4LNade4+esU2eex80IMAKMACOQHgRsLrALEHNFhPj0YGnbXoIBqDT8WW076CgDO9c7JN3d/9kVaNxyEE50XA2pfaS9TzpfPlfLVSOkKp9kCIFpObJxkdaGS4ZYSnu35EMbrl1HRsiHPdwkngR4CkSZdqa5Q3MiwM9Zc84Lc8UIMAKMACNgCwRsL7B3fbAH3hNTxVndkl+vFFyKzGeTp2SPlhf6AtJAMHjZRWG58fAvD8OvDl0IDo7Sud1ezf7rQVBMdjAeeM65cRko2ju5vKinqCRftqohAZ3ukZDvDgtSR/f505kI8HPWmfNu5lHv9V42M3vMGyNgKgQKlTStV0V2I61yWFFELRBpc7lkBgGL+7D3Q/NBjAKvJY4HwPvBVnji+W0C2RfgXo9WHQ3QxzrgN9t3gc8/BtmuKli19gGo0Woa8MFv3t4NZ3r9kJ1TAgtXNcJ9dW4Ngva4NC0nC66N3AD8MoengLLHCOMfBWnY33hiGbwqcn3vOdkNf7/7FHz4eQ/8928sgiPnFA07C+zxg5rmmi6xnkEYRlwTqd1mFuSkuXdzdHdVSWtXkCuwCCu0Sdfjl4PS0W0S4MOD1NF9/rQjAgY8Z20C06yiPGkk3q5QK6tMDO+2cvlFumNA3lBONw+tXdcA+6505wKm1cxkOSSEi18f74CVnhmZZIP7ZgQsgwB9Z72XrkXl2env/1HBMfimtQX2QDssuWtFdIju/yEc3/EcxBdvzg+7X3sTTg3mw+J7PND94THY+fIgfHPjY1AZ0osPtr/8NnRCCSy9524Y9H4Ix957FW5843uwSlO6D2lsyRM0gb02MgyoZXf6F9bXNyzN4UKx07j5f/8S/LquE/6fXV5AE/mvv/wRdF8dkYTA2UVaOz2WnH7bMU1+7EOjN2w3tngHRDvpkb7P6DaAGxrqTbpBZfddSysfb79cz2II6P6cNXb8JLCSMG1kb/QbbwbXGvoeo9VXJspPxKY1pjNtXFwBLz50WyZYCPa5t7UbyDUteJEPGAFGgBGwMALWFthzPdDZ2gr9WhMgfOrKi8qhKAGhye99H04OAtzz1HegAZXlHjdsenU/fOj1w8MeV7CXMZ9XCOtY70m5XoMH3t70KpxoaRcCuydYz04HGDX6ghBUMVL8XJC1CnYaX7xjIWEdtQhU/rq+Aupnu+EH//wJnLrkly4v53RuBI8pP8dTuzlXYCfzdjKFC58oDDyHArt6k65vSM7BXiw28Lg4BAGdn7NGo0YCKwnTRvfH9EMR+J23W2zy3ZrRjf0j7f1SQFg0i2cte+j88Fl0BFoVaxk2/Y6OE99NPwLWFtj726Ertxzqq+MN7iXM5A96ofzOetBqIRuG5oCbLGTdtSJg3X7o9PqE8D4uiGeXeOCepTOglmT4gTboFnNXUlGY/hlMU4/F+fJSIZPYNHVrum7OiwjwWKpEBHh1mTc9H9575k74r//ihTePXISGak7npsbHbMfjPuxOFtjlsZNmLnyO0I8dN+n6RLDJuSXyeh9Q8razhj0cLRuf6/ycTRSpsY5m2N70IeBWqKuqAdY+sEzTCS5RulxfXwRQu44FrQ3eF4IybmRnoqBFEJn1HmrrZYFdh0lAdwfcAIv0rNChC9OQiGV5ZhpGmRHHIWDtoHP9zbBEaDLr12+Gg96uyJMXED54H+yAxkl5sOCuzdoaedHad1oI5lAFVUHlaTZkCyl+ZCTMxEz4tjfcVw+lQob1Ne+Gl17dCyNQCA2LQg3nIzNkvTvFSp5m0rBZbwT6cEwa9qqS4CIJIfyfv+6BXzy6GBpqtLaEQqrySQYRIA370Kh2gJUMspa2rsc17Nr7tsHUbkoqN2SM0rrRvbQxyx1lDgGdn7MJDSRwGl57cy9chjKxZ14Fvaf2w8vbD4Fzv7UJoZexyk3NaIOYmYKbBVT2nbpCh/yZAgIYcEyNawqkuCkjwAgkiYD2m1qSxNLerPoRGO70wCtPL4G7FvxA6v7Bdd+HO+uroUiYxAeEZuADjBL/2xbp3vdf3w/D6++NuDtfUim0oqdGRBA7sZNPgxFKqJIZZXQ2/hlog3de2wntIsNXTsViWLt2FVRqoJkr+DBLSYWX6QWyhu3qyBciU17qY9KDhl64JsLLxUHZJHhemTsiDv9u8eykWUuEl6Q7ibOhnXkpVEy6R25OjjiPkWCyCy7+619IQywV322tMc1QvvODozeD98lXd3phfvAaEtFqHwk/o6/n5JCJlNE9OYS+zs/ZRFDz7tkFg2IT/YnvPAylouGykiF4de+H4A00wKLUH0OJsMJ1oyCAGlgs82e6JLcwFPAuCF/6TLglHG6Tg74iP+gegbxRQC28xiVxBNBSAV2nMmU1kTjH3IIRsB8CGiKmtQaZW14PG5q+gPXtzbCnaQfs2LoHnt8mC+g4kvsf/D68/u4rsHr1nVAe4wGf60Ix/Qy0C9u7Ujwc8wHq3MvKguK7OMPSA+9sEcL6jRmw8ptrob4yMuFAIEw7LxNI+7/4Qp0KLwU5sjHG5cGhlOjgwFPlRU/wEuWlrVuOBjyrcErKOISPI1FewtvreW53XpTlDAP+QELzaCdceq/K7h35UyZpYlBI3/mB8e98n39EWmZ5WV8E25gNk5GREWChXc9fA/GbreNzNjHOxCtKltgcUhq56+ZD1l4fnBEP6UWquDKJ0TRHbTK9TUdwPKNHPG6tM0UKOtfU0gnviijtz66YZ3TXE+ijDz2WO+YWSUHwcPPAaIGdNiyM7mfCYNN0AS0VCjCzChgfTBC/F6/88TTUzciDr82fnqYRcjeMgPkRsLzAThAXVdfDIxvw70W6lPCnq9oD+UJg39+0DzxrG+BE0/vC1D0H5le5IeA7BDv3dcLdaxuhov2AENYBKpYuA7e/HbxeIduPjYGrohZqSunVIuHuTd2gRNFI9ipBp0zNrIHMne8VJhWizCnJN7AXJm00AmQSj0HVnFpIYCgQ0eC1CrnBYNA5KmQS787TbkP1+NOeCOjxnI0fGT+c9o1AVlXduMVblnBTEwRGlGwFalq4caQu4efqe0Ycq/tTH0fqi/ysa8v1d59S968+jsRLqtcDNyZJJIpcObDmy5WAAvt7n3TB364JFfCM5uVkx6DkQ4+bIP/nV26BI786Cu+1dMF/vLduwhD15OWfDp+C1s5B+Nfv3zOhn3gu6MlLPP1FqxPOy0dne6TqaF31+8/74f6F5dGap3xv+8dtsHnvZxKd9he/njK9RAlMniwrp6ZOnRq0HAvHJFGaetZPBy9afWjhMmXKFD2HxrRiIMBvXWqARDTctSu98PreY7Bl8zHpTu3qp6BeRIz3d/qg87IPBoSgXqhomTqP7YGdcjWpblb1avjBw4vUFG1zTD6r/UPOFXBwMs8pQecyYepnm8VkgoFIedgFH072YSfz9kiBhGiTTh1okoLOFebyo8MEy9jmLLhA9lKTM2/QYPEJNGOC1RsELT6oXioWZUQjkU/qD1926Tie9onUjYce1iGaifISL/3wep+c75Uu3TojH756S5GUix0DVv7e2ykCsBZL99LByx8/uyT1hdr1pbPkXPCfCkH6cv+1kIBpevKCG5//drJT2ij4h92fJmxVoCcvOPhfi/gBywXmybyjaPHyry0XJEzxn92fdEjzG7xgwMFrfzwbpBo+b8EbBh7cvHlToj46Oip9j7QwMbD7qKTTxQv9fqiZ0cLl+vXrwEK7GiVjj/mtKwzf0vpG2FDXA51Ck5pVWCEePDJELs/DsNGjVF62FjYuC2to89MikdYNC6Z1c2q5IqJlj4zdhCKhXYwk5DgVG6uN2zVV/l47WcM+qHyXCyNoy4uUzBC9Yt1T8St56zFHOxdGwGgEXC5hhnvmDAyAsGYTnQV8bXADsqBEeS4b3T/TTw6Br3mmw68OXRBm8eMCe3KUEmuF+dexrFwwQ3pG3ydMqtGc28io9Sgg0+bnz3/fJvouM9wEPxoqiAEG/Xtj/dJo1eK+hynyqMjuBqFWE3RPj89Dwn2B0jIivU9FijXa8NGDPtNgBKyMgGz7YeURGMB7tqsUqqqqgsK6AV1YjmSJSxbY+1TmsZYbRIoM+xTtOpvDpwikCZrnT0V/PNSwy7vpJmAp7SwMKmbFkfKwF4u0blj6FMGeTOMx3RsXRiAdCFQvrBXd+GDXvjYY87fBrj2nhE97DdSEh5VJBzPcR0QE0E8cy3KRtQfLurvmSp9yTvb0WOWhpptSy5GQ11Ajp1dVB6KTGNPxnzcOnpeoYcA9LM+/e1L6zMQ/iAFuUOB8oPCbakF65LpR6c6VNib0oBuJL9zgURfsnwsjwAjICDhDYDdJ4DcrLzrSsGNOZqcWysE+R8lJ7VQc7DBu0hD7HezDPh4oSltbPu4GI1vVkGk8XbfDOuAx6IiAAc/Z3LoHYHVtIXQe2wmbMdDrSCGsfLJR0rbryLltSKFQhQUjtGeyoDk2CrCoeU5XOjASJNEcnizgvuaZIcFAgej0xoQ0woj7Pz1xu+QKgALuP+4fN+uO1qfeAqka6xd2y37g0fqPdY/oIaZoNYGFrBhitU30PmKBsQ+wfGPpbOmztVMO8iud8D+GIxDt9yN8M8xwZriDCQhov6lNqGaRC4F+8LZ3BQNFiNi2woauGRoXrIGnW4fhaU9oUBqLjMoUbE6fNlXig7RspmAqzUycUwLOVRVzwLk0Q697d3lT5b3KIcXEW/cOLECQAsiRJj2c5VIRQApLj7JJN25Czxr2cKwcdZ7m5+yixm9DTU8H9A7dgMKKKjCbNTy+5HYMBDKWxky99mYJQRl5udg/nJQPs5pWIsfYJxZ1xHvUsv+o6VNJwEtHOjBMPYYF/bep0MbBqUt+SeNMmne6n+onaYQfqq+QNgleeOg2WLf1GMRjGo+bKt97qyWowca5I/w8M6dBoXBDRHelxxuq4mYTTeGp4MYBmuungj1ZJqCZP+KKbg6owf+7NfOpG90+kVcs6MYwu1hOI6wbcSYUFwKZ+v2IizmuJAVctQcM/QehsfgueE9zNIvBI34MuaSGwDSR1uOa2DHHnVDawU6NorVas4bdWvMVjdught2hAjv5oudNkV0DtLDCWA1YSAs0oJgnujngnBZczriWoeesq7QShKdazELptcg8OWYDHSrwS66c7xyhVAc6WyW02z8S11DAQ+G0NlZe3RTnAvvBgsKluqCgiQI7aob1FNjVGuGHllRKXSL9bzXMlgRbNI1veqZBzUrwGNfp469/HPR9xxvou03+2+RigNfvmz8jBFe8plUQY2r3/Opb4YU9n8ELu08BzkOy72tHzimuDmJcmLION6eMym1PrgV/LbCkQGY0Hq3x8jVGwGkI2MYkvv2DV4Sw/iDsb22Fd78vpvHBt6Cz8zi8tFgcL34O7jU2E4Uj1k1RMLWbMwPP+RQNO5vEW3+5j/uwi7QPDiwkhMd6kSOhvcd/Hcgk3q0EoHQgbI4fstmfs+NuHmwFkq7FSr8luKGvLvjb0ri4Qrr0O+9l9S3dj1FYRUESeQjPhU4CPAn0enW+9SPZd13SCKsUQn+z4paopvGoSX7olUOSsI5tP/kv/xt4f/w12LvhL2CbCBSHf9/9ao2URx55fTlO83rCGDFfd2eV1B5dEojPRMethSmZxf/6+MVEyUWtr3YtWCk2GNC6IFOFTb8zhTz3GwsB2wjsgf4uIaSvh3s9Hrjz3nUA7QDl5fWw4eBHsLjlUdghzrmkhkCx8iPq1MBz50WaGiwcdC61dWSG1i4l6JxTo8TTS3ZBbuhLdvjclLhkVxiMXTEQkDfqOAd7OErOOefnrHPmOt6RYiRvLAvKCyY0wWjtWEh7OqGCThdIWF3pCdWuI3nUeqMgjwI9CqF6FfK3XnfXnBCSuFGBpvFY0DSerD7w/CfCrxzdBLCgJv4Xjy4OCqdonYC84t+zK+YJGgulevEG7nv3eIdUnzD/nqCBBbFPZtxamBq1+aF2LUCeZytuh15lbeE1LoyA0xGwjcCO7uog/Nfx57jccy9Ay0EQIrxwYy+HavHRb0BAHCTvpFKspHmiXMxOGjumc8ONipzsyTBD8ed30vjtNlbSsA871CSevsOxtOUUYA4jxZOGnSxt7LYmeDxxIMDP2ThA4iqEAGpLyYz6ZMcgXdb9M+i/rkSpD++ABHkSQsPvJ3q+V1gM4AYAjg0F7PCC11Agx4Km8bhB+l3hr/7GIZ907SeNt8X0A0cBHoO9xRO4DzcF0GcdNyYQcyzIA2rwsX28WnqpofKPFqZIU+/ND8SGNj/ItaBK8WFH3rkwAoyAjIBtBPbq+vVCSH8G8uo3g7fIA/fDz2D9iztgxys/lvzaVRZLPPdJIkAv6uq8zEmSslyzs1eGJJ7pQWK5ATDDIQg43Yf9qhIdvyBGPnWyqkFhPSiwZ9BcMWQS+STtCPBzNu2Qm75DrxAWsXiEj7NWITPq1/7YpnVbl2tHKK2chvCMHVC6ORJCU+3014o2O1y7rqarNo2/76U/wu+Ejz0Ku+8+3RB3IDgSYH/+QfSo82SiThsTxMePlOBwKBCrNf10P9pnJEypD702P0KCzale1HEzBEsy1gHRxsX3GAGrImAbgT3X8wh07n8LHqwGKCq/E158fR389vlH4dFntsHiH74LjdXyl9+qE2UGvimaNL24m4GndPHgC5rDc/TSdGFudD8UcI0CsBndn5noDw7L+W1j+QoGNexCYKe87WwSb6aZTC8v/JzVB28SQtIZHE8fzidSCWaPyNX2O6ac7O9/Ktk8TiSQ4hX0f0ZNLGKpDnqnJouB17CgHzu5A6nvJ3KMc0f+8NEisKtN44m/pmfunOBjH61vpE8WCpS2Tqs+8RO+gYB4oD88FgxCF2+JhimZ3JMJfrw0I9UjdwkMNqcuGMwRC2Y84MIIMAIAthHYRf42yK1vhKamDYDx5erXb4Uvhvugb3gYDj53r2QxzxOeGgLF5M86NJoaIQu2Ps8B5yw4a9FZJj92J5rFx6thJx/2XvGdHxiWv/fuPNmvPTq6fNeeCPBzVo95JSGkMIKQq0cf6aKBpuFYZkVIxYVCIwrTuOEXb37yRHinvODqdG7h7VF4RvNyLNEE3/B2WufbPjonXcbgbkg3WiHTeDRNxzztkTYUotHAlHFYtn10XrMaas7JPD884B42WC987FGzjxHX4x07pXPTwhRN7pEemuDTxpMmY3FcRH6IdzLlp2aEbaobLESPPxkBqyNgG4E90PwKFBe/Av3qGcktgiKRhz2vuBi2evULNqLuwknHxcEo8c4T2M/1yCbxc0pcTppyW481X7x0YHFi4LmgVkxJ3RZpokuU77wUdC6olY/+khqJFl+3PgL8nLX+HOo9Atp8II2oFn0yzcYgbPEKjVp0tK4daZff+iggmlYdvEb397amFrGecp2Ha7Mj9Yum8RhcjgTQSPUiXUeBGwtq0bUEZBLkyfUgnA72+6zgAQsFvAuvE35O5u4NNSXht6Rzvcziw4PNqTujIIatnXJQQ/U9PmYEnIiA5QV2745GmDRpEuQt+YGYvx9AsTjG8+CfyM2OpVzlGyNd4H8SRmDcJF42p02YgIUbkEl8VTG7Vlh4GkNYJw37kAMDzwWDzsXQ8KlN4sfbsMAespAccMLPWQdMsoFDRE3z979WJ/XwPRF8TUvwTKZ71L6iphcL9hGtkLYYo64nW9DfmszbtbTZWnSTFdSJFran9HhaZug0nr9eMouaTPjENG9kWr/toBz4bkIl5YIa03CtN7WhmABk3UDXE/nEfsKDzSXSnusyAk5DwPJvXuX1G+Cttx6BQPsOeOL5AGx5az3Ihk/jU1lUfSesRjt5LikhUOTgtG4ksHNKt5SWkKkau5SAa070YSczw4IYGvZSxQ0GA032i0jxWCj4pKkmk5kxFAF+zhoKr27EZxXlAeaRJjN13QhHIRRv3uofrLoV/nyhT9IUo9De9ExDFKrx3Xpfye+OJuexCgrYKLR2DAQAI9bfUpK4a8+4dn1urO50vY/afBRu0d8bU75RwWj18W4g/GjNrfC9HZ+IiPGfS0HvIm0kkAUEuRBQX+pPjAnwI3EB5x6fJZFoqduEH0cKNkf1cFMALTLQlJ8LI8AIAFheYC8SKdwe8Yip7PdAricXHmnEk9DS5fVKpvLhgnxoLT6LhUBQw668uMeqb6f79AI0t4SDztllXvOnyAZGTtSwBwPIxalh7xVB5wYUk/iiGEK+XdYHj2McAX7OjmNh5iMyS7+oBEk1G68/FbnFH9xySNKK//3uUzFTm8Xin3ytI5luh7dHs/FfHboA7xz1wQ9XyWbi4XUinaNVAAqP6L9NQewi1dX7Om42YByAU5f8gIIuBbsj8/5o2nXiBbXlKISjkP1dIbi/sX4p3Qr5JJpkkRByUzlBAR03SdBMHzdNiB+tupGuRQo2F6k+XzcegUgbfvFs4hjPHfdgeZP44BQW1cNqTxfs2CFSuQX/msTxi1CxYAFsbWYf9iBWSR4EBXaHBZ071ytHKZ0dIahOknByswwjENSwKynOMsxOWrsPathjBE2i7zz5qSajSUnrwLgzYxHg5+wEfOk7QZu6EyrY+AKlCos32j1i9XPhz40FBWfUEKdSyBz8a0oU+Fi0SLA/dLY3VtWQ+4eFnzz5f6P/Ns15SCWDTyja/htK8Dn8DU90/OhLTwHoIpnGHzkna7TJ5z/SsOh+MmbxuOkQKdgc9XdbeYF06O1iH3bCxOhPs2/4GT1+s9O3vIY9CLAwiS9e8GjwNPRgnRDm2fc4FJPEz6ZPk03IevyyaWziFKzZ4rwisM9hgd2aExiBa9dU+edvaPRmhBr2vTwYkL/DhTEEdnKDIe26m3Ow23dRxDMykz9nSeMaTTsYzzATqYPBsVDTaFatdiJjSbTu+O+Idko3LXqoLX5+9a1SmrHn3z0Js0T09Hj9wdX0cLMAzcHRzD3e6OsU4fzTzkF4fOsx8MycBgsqCuAO4f+upoHC8GGhiUZhFP+wHyrfU5mk07V0fKIW+yfCKgF99im6OpnDq3mPxgttmKwTY8c0b/g9UWOPrn8oSKNQr76uRZPM4nHtJ2oWT3nlo2FJmyJq7LX40PMabWTj+LkwAmZDwDYCu/fgDoHtD6Htixehf3M9LGl+Eb7Yei988OKdsGLHnVDO8roua2+a8PvFqNqJ/kDr0nmGiPj65AjxHHAuQxNgULf5U+WHshOjxNOLCb0URYI4/H4sAT8SHb5uDwT4OWuPedRrFPH+joT3h0HQDrX1ShsdKLT/6ollEbXW2Adp8tV0SLOb6OYM1kchE83b1f7RBSikVhQCfv5O3FcX3BRAc3o0PY9XOFa31+t43Z1zJL9ujK5OmyWkeY+3D0o1hxYO39shYgk83RDE/uDZHolMPJjis4FM7BMxi1dr12OZ0lPMAXRHSAfunyrafIpQHy+mXI8RSAcCthHYISBM3tfdC9UCtf761QBbuzAzO9z73A64//kF0ORdD+tZy57ymsKo0SjgoE9r+Mt8ysRNSoBSus0t5ZRuJp2ipNgKmsSPOi/rQTDiexwac7SsuXJNTuVIGvekAOdG1keAn7PWn0MdR0Apt5IRcNCf/T+8/rGkMf6J0Pai/yyWVqH9Rq0qfcZid+WCGbGqhNxHs/DRL7Lg+DkhtLf1ic2Aq+AV2noMRqcW4FEYRbNvNLdPh7AYwmSEk4eWVEoCO0VXx2rJ+NP/3Zr50ljRJx6xf6HxNqnHfzvZJX2Subt0EuUfrIc+8bh5Ekv4JjLxaNepLppo47ygS5ZZ5oB4409GIN0I2EZgz80VKvRtH4D3ldXgKa8HaNkK3sB6qFc06+zBrs/SKhYv+BeE2VSfENidEoCNTOKrOOCcPovIJFRcitmb34k+7IqJZzwac/RjJ4HdzQHnTLJ6M8MGP2czg7sde8UN/xcfWgTfEkL7u8KnOVqJFLEcNcGx0rlp0S0U7zHYTt0WNfmoYUWTcBSCzaiQQKGVgr3huPA4WT5//mg9NG45KGGPLgEocB9KQMOO/eNmBprWHxHWCmgFEcuMPhHtOtKnsTkxPgSOnwsjoEbANgJ79b0bYDGsgAV5zdDatxnWwW9hSd5quH/xb8URwAbOw66e96SPi/LlJUMauqQJWajhecUkfk5xvoW4ZlZjIRDUsDtMYCefQHRviaeU5GPsCr9UlX3Y40HMvnX4OWvfuU1mZKSRprzcidJAAe9HQtuL+cU94rhQZK1An3IU1FDjnk6tKvapFuATHUu66mOKNzTpxxKvJlyLN8QWscdgei8I33jcvMXsIYnEBEAamCMeNf6xXBuQh0S061jfyfEhcPxcGAE1AvG9salbmPW4/F5o7muFpj1dUF3kgc3H34L+9Y/Cey33w5bdmzkPu07zViy9vANgXmanlAt9sn1GdSmndLPTnLsUH/ah684KOjeopGUsyI0vsA66wVBhk3hCwqGfOj5nxzqaYXvTh9JWkKuqAdY+sEw4sYWXADTv3gWnBinol3BfyffAg5p1w9ua9xxNsLGgkOr0gprdeM2pnY4Vjh83FVCoRh/2ZMzh1Rgi7mjOjhsAmKMdC/rqJ1L+TuR3b+0alFwbnhPxCCgLQDiNRLXr6vbkr6++xseMgNMQsE9aNzFz/YEi8NSXQ1e78MOpboSm5i/giy/2wNOrPU6bV8PGS2me+oVJvBNK99URGBm7CaWuKZCTbauvixOmL+oYKeic00ziryoWBQVxatjpO49gulXCe1Rw+aZtEdDlORs4Da+9uRcuQxl4PFXQe2o/vLz9EEyMJtELJ0+2Q4df3BkbE/+LvxsTa1kNbNo0Q42ylQv6F2Mh/3Mrj8VKvGN0db3Sy2EsAdwAoEKp7+g81idaJqB5PUZWx2B9Wuni0N0AtfhYXnhI9pePRRfvk+UGbXDF04brMAJ2RcAWEki7iBDfOGkSFFdUwAKRc72mpgKKRQquSas3CKG9365zl5FxkYa9zyG52Mf919kcPiMLzsBOgxr2UdLeGdiZiUiTOwv6ccZTSlxyOkesG4/Pezw0uY71ENDzOevdswsGoQqe+M7DcN99D8CTK6sAOj8UcWfCcAn0QjfkwF89+RisfewxeOyxdfBYY4OGJj6sHZ+mBQHyLU6n6XpaBmbyTlCz/tCSCl24lAXuxUFaybgF4Py/KAR/LOjTHh7Vf6vIHY+uWBiLIBn6Qeb4gBFwMAKWF9i7PngOau4Spu9iEn+45S3Y/9FHsH//bnj9pe8D/PZn4ketGF45KDTuXHRBoFh5ee91isAuAuxh4RzsuiwfUxHJVzTMflWOXVMxaBAzlIopXuFbLbAXKS4xBrHGZE2KgP7PWeGNl5UfFLzddfMhC27AmXY5VgLBMHa5W1wdgfde2gSbNm2Cl375Nnh7rK9hp/Hp/TlLKCqwkCCtN301Pfod4ZzValTSc6y3vz3GEvjuV2sAtetIO5mCOe6/1TBbaorp4mh94OcbB8/L1xPMYX9beYHUDiPRc2EEnI5Act9M06DWDzs2/BRg8QvQevA5CMnadu9qWP/00/Bc3gJ45q4d8MgXG6DINHxblxEyj+0fcsZL0/leOQf7nBLWsFt31Wpz7poi+3APOUzDjoGFsMRrjqv2W3cn+TKnPQN81RoIpP6c9Xe0gW9wRBpuzoxSOO0bgayqOggmyszKBnwZGVHWJuEyMnBZOiysWgrLqkbg6IGTsOv17eDauE7o50MLRrDPzpZfafBTimgfWsWQM60+Y/Wt1UYP5mrKCiUynQJr4oE+9aCvpnG8Q87ZvbDSHexLfV/r2ChetPqKdY15CUXob9fcBh+JKPGp4PLfHloMH58fECn5rsKz/98J2PHtO2HLgc8k7TpuBnzVE79VAPKByZ+opMIX0Yj1OXWqbE02efLkEBzS0Xcs3ui+kbxE+l0K3JgkdR+Oy5Qp8VnpEe/8mRoC1hbYA12wpwVgy/ENocI6YZLrgeeOvwQ/XbIH2gMbgine6DZ/Jo4ApXXCtG5OKL5eRcPOKd1sN90UJf6a06LEK0JRvEHnaJMOF4A6AJ3tFgQPSBsBHZ6zbQd2wh6fQr5iJawoATg1EqZNF7dnlAVFeKmya9E34CkhqLvd8vVllTmw6e1jcNTrhypPaN2AyBGPPu5Y8BPP01HC+8QX6lh9h7fRi8/RUTkY7M2bNyUe4uEl2b7D+4pFx0heYvUdfp95CUdEPr9rXmnMtavdcvzqG+uWwoqX/ggHhfD/n95tEW6pcsq+73y1Om7a6vmZP9MFmC/+ePuVmGnjxrlI7khrTat5SY6qfq2M5qVuhmyh8+cLfSFz9cn5XmkQt89xB68jL9evXwcW2vWb31iUrC2wK7tv6l248AHn5pZLl1QbdeFV+DwBBOQUTyLAnxJpOoGmlqxKPuxsEm/J6YvKNOVhHxp1hrUIgZFowCu1STyndSMUHfSpw3PW8+AzUKOEisjKcUH7rv0AZ87AACwDt4Ay4GsTpu9ZUOIOfSXpaP4DnAQPrKpXhPMSrA3gcmlnOKBo0vHGZ5CIpfgP9UV9p0jOMs0pEBhHurfMlKWFUfKJX7f1GPzq0AWpz1R818kSzGnfr7RMVlgn5A5B7gxht/k0wwhY3ocd8ROGMxFhjCbMR2zENyIiQNq2PoekdaMc7FVsEh9xTVj1BvlwU15yq44jUb7pxYcEjVjt1SbxM6aNB6CL1Y7v2wuBVJ6z2bkuIWTLf+hVUb2wVoDjg1372mDM3wa79ogI0lk1UCPkct+hJtj2ziFA/fhgewu07N0JRzv8MBbogfffEYI+5EN1hfYzPxNCJAms1Le9Zj3yaBLd+ItMie/YDQEMLIc+8VQwqn2yhTIQpCMuA/VBgmuyPHM7RsAIBEK3s43owWCa+Nje0/wB1AsP9QkWcEJa728+KGpoP9wNZs2W5KcrL+y9DjCJR0FuYHgMMP0XpnXjYj8EMFUfpu0LiFzsuVNssX8Zc5JwTWOhDYtYDSrcOdLL1+TJsh9brPp8334I6P2cza17AFbXdsKeYzth8zHEqxBWPtUoads7O9vgcvuYCDXXAJ5Va+Cobxfsf3MLoKgupHpYuLoR6iz/5iINxtL/kHBDge4sPRhmXncEnhVC+uH2PoluKpHhZ4kI9FguKgGApROD/qE+FijB7gzqhskyAkkhYO3HnpDQcRd+26MrYFvU4d8v1YtahW/GjcA0EV0b/X7RbMbOO5E+JeBcVTFv+MS9OCxWMU8I6SiwD12/4RiBnczd4tWw45TiyxcXhyJg0HN2UeO3oaanA3qHbkBhRRWQNbyn8QfCCF4pLg889qwH/AM9MCBc3t1lpeCy9lsLjczynxf75fguJFBZfkA8AN0R+MWji2EgLJBkop3Qc4oswxJtz/UZAbsgYO1Hnwgqt7m1NeZcoFDvYZkrJk7xVijKkwV21LLbWWAP+q+zOXy8S8Ny9XDzqV9onP1iA6ok3xlWFFeVIHsFSlo7y00aM5xeBAx8zrpKK8FVGns4LrcQ1GX39diVuQYjwAiYAgF8P0z1HdGpLiemmEBmwlQIWFtgF6buHk9wL95UwNqZGYwUfaE/ABgpfq6No6efpxzsLLDbdjnnCXcHLH4HpXYL+p6KjTcujEBsBPg5Gxsj59Wg3NipmDs7DzUeMSPACDACySHgDKfN5LDhVhEQoMBzAzaPFH+uR047NJcF9ggrwfqXKbXbkIhX4JTCGnanzDSP06wIkG/v8ppis7LIfDECpkCANoRog8gUTDETjEAGEGCBPQOgW73Lonw5UnSvzSPFX+hDZwoA9mG3+oqNzP+0qbKW2Uka9qsBeXOCfAMjo8N3GAFGgBGYiEBr1zXpIubI5sIIMAKMACNgPAIssBuPse16KM6TfX37bR4p/hwFnWMNu+3WMA0ob6r8E+ikXOwYMBJLQY52LmvChj8ZAUbAWghQCqyOAXmz2SjuKQAY5cg2qh+mywggArQxdEiJOs+oMAJORIAFdifOeopjLnEpGvah0RQpmbt51+CIxOBsJa2Iubll7pJBAIPOYSEhNhkaVmpDKd1SDQRkpTEzr4yAUxCgZxWlXDNq3JRpgn9HjEKY6aoR4I0hNRp87FQEWGB36synMG4MOoelz8YC++dXyH89LwWkuKnZEchXgs4Njd40O6u68EeaMbeI3suFEWAEGIFkEGjtvCo143zVyaDHbRJFgCxHvIorRqLtuX5qCNB7Q2pUuHWqCLDAniqCDmxPQef6h2TTWjtCMO6/zgK7HeeXxuQKRom371qmseIna8bUaPAxI8AIMAKMgNkRmKVYOVKGE7Pza1X+IgX4o40SDpKZ2ZllgT2z+Fuyd9Kw99s4SrwvmNKNBXZLLtI4maYo8ZiH3QllMCCPk00MnTDbzhsj+W6TRi6dCNBmWDr7zFRfHOU+U8g7s18KkGq0q4cz0eVRWwUBh9pFjkHzb7bDAZ8fsrLd0LCmEZZVRY52OubbB2/sA1i77j6gWh1Hd8OBM4PBeR6DQvjKg2ugKjd4ybYHxUqUeMzDbtfSqQTtqXCzwG7XOcZxkQ+78wR2h/7023kx89iAXujJlzsdkJBWyntJjpyejj65D0bASQh4yqdJw73YP2zosFu7ZFePWcX83mco0Ew8KQQcqWE/vfs12HvqMpTVeaAmpxv2v70F9nVoaNgCA9B24hDsbDoGvZd7QV3Dd+Ik+Dr84pr4b0z8BUZC7ic1GxZpRCbxfTZO63ZpUI6yW16YY5FZYTaTQSDPaT7silUMaSySwYzbMAKMgLMRyKQlg7ORd+boySLMaCsWok8m+M5Em0dtVgScp2YJnIBdJwehYsUTsHZZqZiXZTC46VVo+fAM3PewJ2Se/O37YeeeM/I1EU16HCw/+C4D1D74ODTWjV8NaWzjkxnTKEq8fTXsFCF+ZqEDTCZsvFZjDc1pGnZ6ISnI5ZRusdYG32cEGAFtBDJhyaDNCV91AgILFA07W7E4YbZ5jJEQcJ60KcRuHLTLRYKYGxZWZ4HPdxr84AmavCNgLk8jbBQyvLfpJdilyO0SkGPdgMbwve9thk14IasQFq/5Bqzy4AaAMwoG6/KP3pCCWNkxtQsJ7Kxht/d6zpsiGxnhWnZCGQjIm2yksXDCmHmMjAAjoB8CtOk3LYc3/fRDlSkxAowAIxAdAccJ7AEhmI9AFtRWkzc6QDaicCMBk/aRAehFXAurYcXyKjhz+AC07HpdyO0b4L7KUEhzc2ljIPpEpOOunrxgLnb/6DD4b0yGGUmMUU9eUsVOi5cLStC5WyuLUyWfUHstXhIioGNlJ/BSUpAvIRYYuwnxjjfeejpORURSifJCYSdKCvLiHm/EzlU3EuVD1VT3w5wcdmPRHVQmqCsCJPRacePsU8XPl1O66bokmFgMBO6YWwRHzvXDofY+oLgRMZrwbUbAVgiESpe2Gpr2YHJLysSNUzAyIj7UsnRJSYh2Xbu1ctVVD888VQM5brekrV9WXwmvbXobWg4Ls/pGoZJXlUBA9oVWXcrIIb5Q68mLOy8bfH0AXX3XoNyVWCgEvXlJBVAtXnoVqaZIjFFPzGLxqcVLrDZG3XcKL1MmyfnXMV1MPHNtdVz6/PLvUZ5QjsUz3njWl9kwGRE/7iy0xzNzXCdTCJBpL5n6ZooP7pcRYAQYAUbAGggkJmlZY0zRuXS5APUv3rYBpV4ATvuEOayrTOWjHp1EoKMZ/nC4TRVkrlAS9l0u52h2ivKmSCD1k8ouOmSWuntpEHdzAGZywDlLzVsyzOYrJvFDTjGJV4LOuZXvbzKYcRtGgBEwLwKVblkTcaHfGGXB4TaxUy8KRe42LxLMmZ0QoPVGOcHtNDYeCyMQDwLOE9hza6BWyNWde3dBm9A2+Q7tglNCPqteWCXwCsDRpu3QtK8tOnaD7XCyZS/sOuoTQnsAvO83gU+0qKqtiN7ORneLhUk8lr6hURuNSh7KuMCuNsGw3TB5QAKBYB72UXUOCPtCQ6a4HHTOvnPMI3M2AhTh2ugUWFY053f2yrD26Gm9oTUcF0bAiQg4ziRevKLDmsdXgu/VvbBzy8vSnOfXroaHF7nFsYj+fqYTzlT7Q9ZCVlYoTLmeFbBYCOst+9+GzfvlqjMWroZVNc4R8IptrGHv4pRuIevfzieUonBg2BkC+yAHnbPzcrbx2MZg3/Y34MbytbCqbjz+jI0HbNqhUYR4zlVt2imyJWO03mj92XKQPChGIAoCoZJolIq2uuWuh29vqIOOzl64ISK8V1WisI7FBY0bN8qHqn/rHngWNj6gugBuWPXYs7DCPwDdA35wucvA7XIWlMUu2SS+14Ya9q4B2ZSwQjEtVM88HzMCVkbgakCOhm/HzA5WnhfmPTICAx1t4G35EI6J53X1iDM21iKjkfk7pLknTX7mOWIOnIAArTdaf04Ys1nGSJZ5ZuHHqXw4S8pUz3K2CyqrUtupz3a5oVL8ObEU58sm8R98dgUC12/AiIiyPTr2hfgcP/7qrdPhWw2zLQcPpXQrK3BOTALLTZKODBeI9ERXR24AatkxmKKdCqar+/yyH86Ivw7h0zqgmBMW5tprnHaaMx6LGgE//GHnTsltTX2VjzOHAL+8Zw57J/dMJvG8/oxdBVrR+ClIJkfnNxb7WNT5rS0WQnxfEwEKOne62w/4p1UmTfrCogK7rGEvL3SOi4PW/DnlGvqxo8B+TWjv7CCwb973OXxyYVAS1C9dlQMohs9l/lTOoRyOCZ+bEQEXPPDsRnggcAJeenlPVAZbu65J9+fPTG0jPmonfBP45Z0XQSYQoIwKtP4ywQP3yQhkEgEW2DOJvoX7nlOSB7gTp1Wu37gJzUJgaLsypHXb9Ne6FSGn3M0adtNPlg4MyoHnRmBYWIrYobzyh/bgMMpFpoPaGdPglhn54m8azJueD7fOnBa8zweMgJkQ8Avzd5+SpSNnRhXUlMYvfGcyPoNaK/VVj3OCz5pp7TAvzkEAtexGuHVhnncst5UXOAdMHqllEGCB3TJTZS5Gb6sogF89sSwiU54f/w4wrQyayudkWysZQYfiwz6TTeIjzq+dbrgUbfM1oWW3ernil7M2VIjNpn/57l3AmnSrz6iz+G87sBP2YMoVLBUrYeNj9fJxHP9OnSq7aU2ePBlyc9NrHYV9YiEe4u0/3npxDD9YJVleggSiHJzsGJTuLhDP/2R4T6ZNFHZSusW8aMNnFly0+GioKYFDbb1wpncE7ppn3MbzjKJQ2lq8aKNn/FWjeVH/foT3FX4+ZYocy8r4UXMPiAAL7LwODEEANXlnhYa9vWcYrGSiiKbRges3IVfk554mTKW52B8BEmr9Ngho1a1oJ925U1hYt//Std0IPQ8+AzXKvllWTvzadQRidFTerLp58yYEAsbkII8EOPap5iHe/uOtF6lfrevJ8qJFK/zalUHZ/W2a2ORMlHd82U+0TXj/ep0zL9pImgWXSHyo17aRa0lNOxIv2ggaezUdvETDOByX69evAwvtxs65mrq1VJ9qzvnY1AjMmy6/bH1+WfYrNDWzKuYuKSndZhXlqa7yoZ0RIA37kA1M4slnvUyYwnNhBKyGQHauC1wu+Y/jIppv9ijglxHmyOYbLXNkNgQ85bLm+3Bbn9lYY34YAcMRYIHdcIid2QFq2LGglt1KpVMxh0ffXy7OQED2YQewg4b9kqJhZ3cOZ6xd54wyG+zyi4yuYlgqLZg2tLXzqsT7AvbxlXDgf9KLAEWKT2+v3BsjYA4E2ObXHPNgOy7mzZA17GevaEeQN+uASUPJAo9ZZ0h/vsgkfkikQLN66VIsRMotKAxYHXvm30AEcj3wnY0eAztIH2nKI015pfXuGa3DMHjWRWVjQG/6TI8RyBQCGDsBS2uXvHGUKT64X0YgEwiwhj0TqDugTzKJPyvyP1upBDWUnNLNStOWEq/jGnbrC+zkw84bTiktCW7MCFgWAdoIuNg3rPsYDrfLpsjLa4p1p80EGYFYCJArBrlmxKrP9xkBOyHAArudZtNEY7lF0bBbLWdm54D8klPBGkoTrSZjWSEfdluYxCspCWfyhpOxi4apMwKMACPACKQVAYothJl8WGhPK/TcmQkQYIHdBJNgRxZQCJoxTU6zQz57VhgnadjZh90Ks6UPj6Rhv2aDKPG0fmdyDAZ9FgdTYQQYgSAClPKUBKfgDT5gBNKAwOyiXLhjbpHk7rH1o/Np6JG7YATMgwAL7OaZC9txQlr2NgsFnuuioF2sobTdeow0INKwD4t0flYvFIOhrMAuIbqsPiPMPyNgHwTILx4FJy6MQCYQ+NGa+VK3P/99m/Blt1YWokzglWif4W4HZMkwLScrUVJcX2cEWGDXGVAmN45ATSlFireOHzsJ7KxhH59Hux9R0Dmra9iHRVo6ergW5XE8UbuvWx4fI5BOBOi3JZ19cl+MQDgCC0Rqt281zJYuv7Dns/DbfJ4iApQBgjJCfKoE+KPrKZLn5ikgwAJ7CuBx0+gI1JbJOTOtkotdLfC4WeCJPrk2ujstRxZuh0bHLD2q7qujEv+zi/MsPQ5mnhFIBgHKzby8mgOiJYNfrDb04o4myVwYgUwi8DcrbgHU+GIQxF83d+rCCm9I6QIjEzEQARbYDQTX6aRrLJaLnfx/55SwwOOktUsadr/F07rR+uUI8U5avTxWMyDgEVo/LLRpYAaemAdGwK4IoNn2iw8tlIb3wu5TQcuyVMbLG1KpoMdt04EAC+zpQNmhfVgttdu4OTz75zlpyVLQOatHie++GpCmjQPOOWn18ljNgEBh7hQzsGEoD17FX5g2JwztjIkzAjEQWOmZIQWguzpyA/7H/s9j1ObbjID1EWCB3fpzaNoRkB9479B1sIL2Mqih5Ajbpl1TRjBGGvahUWsHnQuuXw44Z8QyYZqMgKMRGBy+Lo3fCZsTjp5oCw3+BUXL/qtDF+CQMI/nwgjYGQEW2O08uyYY28KKAomL05fMH82za1DWUNJGgwngYxbSgABFibe6hp3WL+dgT8Oi4S4YAYchQBHiC/Psb03gsKm17HAxW8F3v1oj8f/Cbg5AZ9mJZMbjQoAF9rhg4krJIjBvhktq+vkV80eK7xqQBfYKN5vEJzvfVmxHGnYrWIFEwzeoYWcLkWgw8T1GIKMIGG1aPksJOkkCtl6Dvdg/LJFik3i9EGU6eiCw/q45UCne2bxCKbTtoE8PkkyDETAlAiywm3Ja7MPULdMVgf2y+QV2zmFtn3WXyEhIYB8Zs7ZJfPc1OUo8B51LZPa5LiOQXgSMNi2fpeRIJwE7vaPj3hiB9CKAAeheeOg2qdOXhS87R3tPL/7cW/oQYIE9fVg7sqdbFA37WSto2AdHpDkqL2QNu9MWK5nFYwAbq5ZuZf2WFUy16hCYb0aAETApAkfO9UucNXDaPJPOkHPZwjV53/zpgM/vv2fTeOcuBJuPnAV2m09wpodXU5ovsdB2ZSjTrMTs/xL7sMfEyK4VSMtuZT/2DsWlg/Ow23WV8rgYAUaAEWAEtBD40Zr50uWmFn3ysmv1wdcYgUwiwAJ7JtF3QN+1ZbJJ/Lle2f/NzEPu8ctRcKdPYw2lmefJCN6m5WRLZP2jY0aQN5wmrd2iPHkchnfIHTACjIBjELjQL8d3QV9hLoyAGRHAAHRcGAE7I8ACu51n1yRjm1uSJ3FyxsR+7PxCYpLFkiE28qZmST0PjVrTJL77quzOwTnYM7SAuFtGwMYIkD88+cfbeKg8NEbA0QiEB62kmAAYK4BLZhFggT2z+Dui93lK4LmzGTKLx2i5F/qia/jJ/5cFHkcsyQmDDGrYLerDTgJ7GedgnzC3fMEZCAwGlDzhnHZM9wnnl3bdIWWCBiBAFiCkgDGgC9uTpE052qRr7bwqjXlBuZyi2fYAmHiAvGVi4smxC2uY2m3/Z1fgLGrYF8xI67D+15/OwT+8fwb+8pZS+J/fqo/Y93gO65yIdfiGfRHImyLvXVpVw96lBJzjDSf7rlF7jmwM9m1/A24sXwur6mT3qdBxBqB59y44NUiWL8JlJd8DDz6wDMINYI1OlxbKl7PO+KXdWfNt1dGisImxXFDYTNREntIgsibZqrNvf75ZYLf/HGd8hPOmy4HnMpGLvW9I1roc88kRbiOBQTmsyzmHdSSIbH19XMNuTR/2LiXgXHmh7H5i68niwdkCgYGONvC2fAjHOnuheiTS964XTp5sh+6SCqgUe6lj4j+4Ealu5mBZUCFrn1q7ZG1U5jjhnhkBRiAZBC4qVpisSU4GPW6TDgRYYE8Hyg7vg3KxSxr2NGPRNyTnpkbN6Ulh2rNQebEKZ6OTBZ5wSBx1HowSb1Ef9suKDzunJHTUsrXwYP3wh5074ZQceiHyOAK90A058FdPPgZ1kWtl/A5p5ch0POMM6cwAbUTQxoTO5JkcI8AIMAKMQAwE2Ic9BkB8O3UE6mZOk4igwJzuMjA8ro35WMkjq8UDmcSzhl0LHftfc+VYO+gcrd8ythCx/2K1xQhd8MCzG2Hj91aD/M3THtTY5W64ASPw3kubYNOmTfDSL98Gb8/4b7p2K76qNwK0EUEbE3rTZ3qMgB4ILBf52LEcbuvTgxzTYARMhQAL7KaaDnsy4xIRuEtdU6TBka9tukbaPyybxGN/R9oj/4izSXy6ZsSc/bimysZG1yKa5pqTb+LqkqJhLyvglISECX+aBwE/mr97vdJfW4+IZRJnGRm4LNUsrFoKK+5ZCK5BH+x6fTv44mzvxGqzimS3GBKy9cAA/YKxEG09aDINRoARYAQYgfgRYJP4+LHimikggJHie/z9cPaKH6rL3ClQSqwpmcRjq8PRBPZgWqzwUEaJ9ce1rYkA+bAPWTQPO204zeQo8dZcgDbnuu3ATthDUnbFStj4WOQAoGooXIu+AU9VjYDbLQekWyYc2Te9fQyOev1Q5QkNUjd5sqx/mDp1KuTmpvd3HPvEQjxE6/+zy0NS3S/PKTGEz9pyeezeS9ekfqLxIlWI4x8KyFVbXhRH7chV9OAlMvXE7jAv2niZBZdk+MjOlkUa/Ey0fbS2idLSRlafq0bzov4tw76i4TJliqyI02dkTCUWAiywx0LCcBzkAABAAElEQVSI7+uCAAaeOyJM0tvSnNptYEg2n8zJngyDgTHAwHfkU68eGGn+K9wcJV6Ni1OOXTnW1bCPjN2U1jbOVXE+P0CdsmatNE7Pg89AjRLoPSsnVNCONo6O5j/ASfDAqnqlTYm82etyTTSkv3nzpkRqdHQUAgFZIxyNtp73sE8sxEO0/vv9suN+btYXaeEzGi+JYpAKLXz5T6V9orxGq8+8aKNjFlyS5WNmgfz8+/OFvoTX2tiY/K6In+p1miwv2gindjUdvKh/yxCHaLhcv34dWGhPbU4Tac0m8YmgxXWTRuCWMtmP/Uy3vOufNKEEG17xyy9SK+ZPl1oePTcwgQLlsJ4+jc2JJ4DjkAv5U+WfwqFR+aXfSsMm7XqiaWysNEbm1doIZOe6wOWS/3JjqAl8h5pg2zuHAEXuwfYWaNm7E452+GEs0APvv7NfXM2H6or0atCtjX5q3B9SLNPumJuadj01Lrg1IxAbAcohrqc7SOxeuQYjkB4EWGBPD86O76WmVE7t1tYjmwOmAxD60UYf+uXVJVKXWmbxpF3ngHPpmBVz9kEadr8FfdiD/usccM6ci4u5ioJAtogBH1r8nW1wud0nQs0BeFatgYqcEdj/5hbY/PLr0HI5CxauboS6GEJ/KEU+YwQYAUaAEWAErI0AP/asPX+W4R592LF8fjn+gEOpDm5ACThXJMyESTtwsK13AlnSUHJKrAnQOOZC3hTZxBbT/1mt0Ppl/3WrzRzzC7ke+M5GTwgQnsYfCCN4pbg88NizHvAP9MCAeHS4y0rBxW8thE5aPr1dslUcB5xLC9zcSQoIFObKJvGkrEmBFDdlBEyHAD/6TDcl9mSITJUuXxsFvxCKJnog6j/ufiWlmztvCtSVuQBzbV8R/WMAHeIHeyUN+0zWUOo/CRahSEHnrBglnlw6eP1aZLExmwkj4HILQT19sUoT5s/ODQaVjW/1M9PO4+WxWReBBeWy6yUFXLTuSDLHOW3MUWYICjhZKN6juWQWATaJzyz+juqdfkzPdKcnHztFiC/Jl33TG5QcnUfP94fgTjmsK9zsFxkCjINO8hQf9uHrVvRhlwNszSzk9eugJctDDUOAXjDphTPsNp8micBgQE6Nyi/sSQLIzRgBCyFAsXBIUL/YPyxx71E2Qyw0FNuxygK77abUvAMis/h0BZ4bN4mXDUnuUAT2w+2hZvGXBhWBh1NimXfxGMyZlTXs5MPOJvEGLxImb2oE6AWTXjhNzayFmCOTeH5ht9CkMasJI9DaJSuSZhXnJdyWGzAC6UCABfZwlMc64Dfbfgm/+MUv4JfbfgNtMbLD+Pa9DdvfPx1Ohc81EJg3Q/FjT1OkeLVJPLJzuxLl9tj50Ejx4ybxrKHUmDZHXMqP04f9wOkracMD/embLwzG7I982Mt4wykmVlyBETACAdLqe5WXfiP6YJqMACMQG4H5M+X3zFYl9kLsFnIN8ntn1494EeN66UaABfYQxP2w+7U34dTlMahb5gFX7ynY+fJ26AipI58EBjrgxKHd0HTMB90Dcl5VjWp8SYUA5T9PV+C5PiWlW7FiEv/lWYWA+djPilzwA4p/O7JHAjtHiVdNlsMOC5RcU9GCzrWLDAdvHjqXNmQOtvXBR2d7YvbHPuwxIeIKjIChCJBW/+qI9YJWxgLmyDnZhey28oJYVfk+I5BxBCjwHLlyZJwhZoAR0AkBFthVQPq978NJodC656nvwKqG++CxJ1eIu53woXdiZPP2/U2w58BJKfUMR+5TgRjlMN0a9r4h2feuWESJp7J0jpxLVp3e7UKf7KMzp4RNoQgnJ37mTpF/DjEoolbZffISHAuLf6BVT69rqM0/eLYvJjkyBa5iU76YWHEFRsAJCFQq8VgoYJweY6ZNTT1oMQ1GgBFgBBiBxBBggV2Flxy5PAfclBjWXQvV4n6n16eqJR96Gr8DGzc+A7Wi0diEu3xBC4G5ikB85rKcJkarjp7XyIcdo8RTIbN48mPvUbTwRXm87UIYOfXTJbIIYImkZd8jBHaMd0A+40bjdODzXjjUHl1g7/HLm1K8fo2eDabPCFgHATLrPdkZ26Um2qguiIwqWGgDIFpdvscImAEBck+hjWwz8MQ8MAJ6IMACuwpF32kUzKugKujKnA3Z4h1+ZCSGI7uKBh9GRgDN0UkLiGbpRpf+YB72cWF8maJh/1gx8+saUALOcUo3o6fD9PTzp8rrxD8ycQvuXO8wnLokW9ocD4uBYMTAfMLqgyw/PjobGiRR3d/la7I7Dvuvq1HhY0bAvAiQiTllLTEvpyBSoMrWZ7QBYGZemTdGABGgtXpRsZxkVBgBuyAwLsnYZUQpjKOksgTg1AigCCeHrRAHwjq2ZEZZ0lRzc4PSf9I09GpoBl5qZxaAJIwMXofbZhuLzUBANm2eWTQNaOx31c2U4MSAJDcmT4GuAVkDUVnsCtbRC+9k6BCfybTVu43TeCnIRUuMYWExkzVhLfzus4tBeP/ceQ0al80JnhtxcPDcpSDZj31XYcVtlcFz9UHvsJyGrrI4fwLP6npGH5tpreTkkImU0aNm+owAI8AIMAKMACPACBiPAAvsKoxzXSimn4F2oUgrxcMxH6DOvawsKL6rasd3GAiYQzuPL9Rm4KW6WBbST3X0w1fmueMDMclafX5Z+5if9UXI2Our3NDsG4APPxMmztdkk+IZruyQOkl2mVIzs8wRDsKJvOROmSTNX9+1YbEWQoW+XS3jAvvHbT2Gr5X9rV3BtXTgs2549qtzg+d0gHN0sVd2LynNz9z6NdtaGRkZARbaaZXwJyOQPAKHReBLLMuVlKjJU+KWjAAjwAgwAqkgwCbxKvRc1R7IF+f7m/aBf8wPh5reF0HlcmC+EPACvkOwfVtTzDRvKnJ8qIHALTOmSVc/uRCaWk2jasqX+pWgc0WqoHNI9PagWXyfiBAvb6hUujngXMqAW5wA+bAPhwWdQ1+4TzvlHK04xJaLqfmFxgPTIeVFGet+Ivq7pmGmj/copVsFr1+EgwsjwAgwAoyAgxFYXlMsjV4dWNjBcPDQbYQAC+zqycz1wNqVtSLK3DHYsnkLHGgfgdrVj0O9UATf8Pug83IbDIQFkM5iGwU1gjGP/7JWuB2I8r73cjCdWsxGSVagaN8kiBEZ0hYcOdcHnUpQnTL2YSd4HPvpypG/zFfDhOPfftotYfLVulLwKKmNjgsLDaMKxlfAtYtZC75UWSh1Q36v4X12Dsg+pjN5/YZDw+eMACOQIgKtSl75BRWc0i1FKLk5I8AIMAIpIcDiZhh8pfWNsKGuBzp7hyCrsEJER5Uhcnkeho2esMrC0/2BZzeGX+TzKAhgrvN/96UK+Nc/d8KvDvngb1fVRqmd/K3L10alxtOnTZ1AZNlcObXbMRE8bNIkec+Kc7BPgMlxF1xK0LnhUdkvnADA6PBYVi+cCei/7hUvsehSsURY3hhR/vi5nHv9L28pgWliE+HPHYPwkYgYv+LW6RO6oxzsHHRuAjR8gRFgBFJE4GpADsDJKd1SBJKbMwIWQmD+TJcUZBdjPXUogZkpv72FhmE7VlnDrjGl2a5SqKqqCgrrGlX4UgoIPPkXNVLrfz467hecAjnNppTSTZ2DnSqixt0zUzbNPyq07FhmFoT6LFNd/nQOAvlT5Z9Dtfl558CIZJKOKKxcUAbL5srmdsd8/YYB88czssB+T910uHOebJFysE07UjyZxLPAbth0MGELIHBSbGphwRdNLvohQAI7v6zrhylTMhYBSuuGG+tckkOAvu+DgesiU4TsNrqgXH5nTo4it9IDARbY9UCRaSSEwO0igA0KzINi9/6fj3Uk1Dbeyr3B/NQY+XtiIS073WGTYkLCuZ9kEu8fHU/r9m+tsjn8PcKVoyAnC5bOkQX2IzHyoyeLIr4gn+iQXzQw7dPdisD+Wbdf+r6E06Wc8Lx+w5HhcychgC+WWOhF00ljN3Ks3ktyUEt+WTcSZaatJwKzi+TAxldHwvxXY3RCbme3KW5vMarzbUYg7QiwwJ52yLlDRGD93XJarK0fnjcEENKwF+VpC+zkx46d506ZLJkeG8IIE7UMAmQSr87DTubw9wtzeCw1012AFhr9w2PBnWc9B3hA0a7j+swX/WChfM1/Embx4WVA8IGlJCywYng9PmcEGAFjEah0y4ICpi3lwggwAtZEgN0/rDlvTuCaBXYnzLIJx9i4uEJoQ7Lh8yt+OKiKiK0Xq/3DssbFLdJdaZU7a2RTY7xHJlRa9fiacxAIatiVoHNXRBwECi63ylMWBOJ2JQZCswGZDsgc/i+E/zqVO+fJWv2Pzsqm8nT9vIizgWWWolGg6/zJCDAC6UeAvocX+uTvZfo5GO+RnmmDynNw/E78R4cUK6I7lN+7+FtyTUYgswhME9ZwWMilI7PccO+MgD4IsMCuD45MJQkE/kNDldTqjYP6a9n7lJRuJfkTg85hp+68bKguxSR+ABxwToLB8f+QD7tfCTpH0eHRLB3XC5UlSlrA4+f192P/4LMrUjf31JZSd3CXsrkUvrHVpQSDYf/1IFR8YEMEAr6jsP0X/wgvvfQS/EKkVj09MO6yYsPh6jIk2jz4VPHt14UoE2EELILAAsWs/VP2Y7fIjDGb8SDAAns8KHEdQxD45h2zJbr7Tl2BCzqbEfYPyVHii13aAjt2TPnYywtlU0ZDBslELYMARmTHMqT4sJM5/JpFsjk8DYSiw+utYT8j/NR7xUYTmrffpkqjVC+i0aMZ/vneYSCfdeTl0qAcDIb912lm+NNuCIx17IOX394PndlVcPfdi8HVewbee/U1aLOozE4aP9IAmnm+KNgUaevNzCvzxggwAoyA3RFggd3uM2zi8WHKtQe+XC5x+E+HfbpyShp2NLuPVL577zx469t3wn+8pzpSFb7uIATIZ3xI5EC/4h8FCkKz0jMjBAXKjY7B4QLXQ1PAhVRM8OSAks7t7lvGtetEgoIkqv3YScPOGQ4IJf60GwKdJ71iSBXw1LcboaHhPlj35ApxPggtZ/yWHCpp/EgDaOZBXFQ20Ulbb2ZemTdGgBFgBOyOAAvsdp9hk4/vybvnShy+c6wThq8nFtUz2tD6ySQ+ioa9wp0Dd80rhTkledFI8T2HIJCv5GHHtG57Wy9Lo8aAb+GpAVGwp7SAJ3Q0Of3TGTmonNocnqC/W6xTLAfPjgeeu3RV1rCzhQihxJ92Q6DE8xW4Z8VyoGRtA21t0hALCzkNp9FzTZH3je6H6TMCeiPgUVKQeUUecS6MgF0QYIHdLjNp0XFgupjFswoBhaSmli7dRkFB5yJFidetIyZkGwTITHVY+LCTOfzqMHN4GiyaqWPR0yz+j4qG/S9V/uvU311Kerc/KXXwOmnYZxSw8EI48ae1EfB3tIHX65X+2nr84KpaBA3L6iAb/NC8exu8urdd5G5bCA2VkS2nrI2AebgnYWd5jRz00jycMSeMQHQEKL1jKkEXo/fAdxmB9CPAT730Y849hiHw+F1z4P9+5wT800EfPHr7rLC7yZ0OKumuijjdVXIAOrAVmcSj5hqzF2BZFWYOT7AsFYHndnx8EZp9A3QppU8ydUfNfalrYirC+TNdkqa/x38d2nqGoEYETLw0OCL1yUETU4KeG5sIgbYDO2EPeUdVrISNj9VDoG0fvLbzGGDs9YrFq2HtqkVCgNcukydPhtzczMQkwb6pROJh6lQ5porRfGZnjyMUiRfiNdInjQd5TpZGOG296ITTTeacedFGzSy4pMIHrX/8TJSOVn2ta9roGX81Hbyov/s0Iq1+p0yZ+K5C9flTfwTGf9X1p80UGYG4EPi60GL+ZPcpSUhCLeNfavjwxkVIValXCTrHGnYVKHwYFQHKw35tRHbNwPRtGGdBqyyeLWvYPz7Xp3U74WvBdG4a2nUi1iA0XXtOdktpEFFg7xqQ8z1zlHhCiD+tjoDnwWegRvGMysoRhvA9R2GLENZvlCyEbz6+BmIp1m/evAmBgOwqkm4ssG8qkXgYHZWDoRrN59jYeFS+SLwQr5E+P+2QNyNrS3J0wRRf+JPlJRKPyV5nXrSRMwsuqfKRP2WSNMBzV64lvObC12iqvGgjndzVdPFCv2X0e4XcauFy/fp1YKE9ublMptX4lnAyrbkNI6ATAuMp3ki9khphCjoX7n+cGlVubWcE1KnbcJyrF4ZGh1ePfa6Ie1AkUr31C0sOPTIcHDgj51jX8l+nfsmP/SPFLN6nBIXiGAyEEH9aHYHsXBe4XPIfxgv1HvgQbkAWLL3bA/4zsqn8iRNe6MmMTG51eBPi/6qycVkQJXBrQgS5MiOQJgTIh/1iv7ypnaZubdPNchG7B8u7xzulT3IXlE74n4whwBr2jEHPHasR+OYdVfCzfWfhD6d7AAWRquLkA8ENBmTtQrQI8eq++ZgR+P/bO//YqOq837+xlRZG21Kk0urstmu7DLbP00p3BczFC16J7V0N3WfdgJossDca8a4RExPd3Nxk/3rEXBLZ6LOQJaG4TxDIhUuJTegGHtpnuRfBfVrbXZBBurY62nZBSlsdmGpr7+d7zpzpdDqdnp6eMzOdeX8DnTPnfH98vq/vmfM5n++PzzcagZr7C6KdDp17wJ2HZtk3/UOZFn/vLO5XNc2985o+BX9VjPWixrX3u25o278pQXiPh5qDBylIwK+t+hhFW+NRtIXVr7jGjScrDFd04owx2IllvGiGReWhBQJzafs5C9VjEhKYQMC43yec5BcYHR5zYVeLdGguGuzp0MpzoI5qdPOnVYU41t6Ldz/4HK8+VmZZamN0nevXLSNM24TKAFYdPsqp3FTT4Q04Ko5usA+Etic0rs3k89+vfKlFf7g0P2YyNZKupr9f/WoYLdJRoAKnw8dExotznED1xhdRPcfrMBfFn0vbz81FvpQ5uQgY9/uPZRkcAwkkKwFOiU/WlklDuX7yD/oU5PfDtq6ygmHw1rdasnw6nLOCL63TGNM/a2NMhzcAKcdzKrR/PmScsvT5/4LT4R/+4cT93qNlZkyZf+8v+o4KdDgXjRLPkUD8CRjPDjuWyMxW+nuCM364NdtsSTL9XCSgtmNV4c+fDsxF8SkzCUQlQIM9KhaeTASBqqAjL+/fv9a2ebMqgzHCnrOAHiytMkzXdP9cdz/+539dhtry2NPhFZ+Kojs1TB/1foWb3wQ9ZVkAZ6xffyi4dVusLJTjORWMTi3uwR6LFq+RQPwIGNNGP+9X/uwTG+7J0z3lf9RjrTPxA1l2owKXGCS2HVk6CZAACRgEaLAbJPiZcAJ3ZGVCbWulgloXbDUM3NRH2OlwzirB9E2neuafefBeU1PNF9yegeVL9fv1Qs9XlqCpdGoK/t0y1f0Hdy2cNo+H7ps4bb4gh3uwTwuNEUiABEiABEiABEhgDhOgwT6HGy8VRTemGbd9NguDPTglnlu6peIdklx1ekDWsavwoc/a1DtjO7eHyxabqthdrvm4765xZ1t35yRmz2lTwjISCZDABAJfDOju7e/Js+5UdUKGDn0JyTkLZ5oOicZsScAUgaJcXTd+HvzNmUrESCSQxARosCdx46SjaGrvaxXaPrNmAKm0N4J7sC9aGH0PbRWHgQTsIKA8xatg2WAPerd+uOwu0+IY0+JVAjUyz0ACJDA3CHwR3IrRmLKerFIb3qGTXc5k5Ue5Ek/AuHeNeznxElECEpgdARrss+PH1DYT+HHQWUjHF9ZH2G/4v9Gkopd4mxuH2U0ioDzFq2B1Ccdfv9DXmBpbtk0qIMqJ8Gnxd3NKfBRCPEUCJDAbAsY2VznZ9AMzG45MSwIkQAJ2EaDBbhdJ5mMLgSV3zMe94jAn8O13+KtFhzmDwX3YuYbdliZhJjEIuGXKqNqNYPDWCD7tvxUj5uRLXddvYnjkO23tuuFhenKsyWdWloyvY+e2bpP58AwJkMDsCCjHryoYPjpmlxtTk0DiCBidT4mTgCWTgD0EaLDbw5G52EjggeB2Wa2fWhtlN5zO5dJLvI2twqymImCMsrfP0FHi5T79pbisQHdcN1X+kefvzMqA9zf/Bd07foLFLo6ARfLhdxIgARIggfQmYOxwcEl2cWEggVQgQIM9FVoxxerwo+8v0mrU+qm+tcxMq2cY7FzDPlNyjG+FgLGOve2zmd2v3r/rLxLLgjsjWCmbaUiABEjATgKXgh2Jy+4ed25pZ/7MiwRIILkJcEvk5GwfGuzJ2S5pLVX19/R1wR9YNdgNL/ELM9OaIysfHwKhEfbPZzYjxNsXNNiX6vu5x0dalkICqUdgKKBv5ckXzdm3bYgl16/PHiZzIIE5SMAT3K72z5/qzp+TfVeLOYjYksg02C1hYyInCZQucUGt6bWyLljJdSO4Dzu3dXOylZi3QeAf78nRDi//3Y+vh0eM09N+fizxVVhWwJGsaWExAgnEIPBR0N+J8aIZIyovTUPA2NJtJn41psmSl0kg7gSWF+od4ZeCHeOxBOA9H4sOYHjcjx2LV50mQIPdacLM3xIBY5S9dYbbuyknXup/9u23ISuTt7cl+Ew0IwLqPqso0l8OLvSYWy/31fAoegYDcM3PwL3c63hGvBmZBEggNgFjRMyKwy1j67nlnPkTGzKvJjUBo8PJzG+A93xSNyWFCxKgRcNbISkJGOvY24JTcswKydF1s6QYz04Cxij7X4LbtE2X98fB9etlXL8+HSpeJ4E5QcCYjm9MKU+k0GqnFRU+6tW3jUykLCybBEiABEhg9gRosM+eIXNwgEC14Sl+hiPsA8b6dXqId6BVmOVUBP7xXt3vwl9MrmO/HNw2idPhpyLK8yQwtwgY0/GN6flzS/pxaT/o1p1nPliiO38dv8IjEpg7BHKCPhjMjLDPnVpR0nQmQIM9nVs/iev+gFs3gNRe1QOyx7XZEPIQ75pvNgnjkcCsCfxDcB272SUcxlYznkJ9/fusBWAGJEACJGADAcPR1P2cEm8DTWaRKALLg47TvMHO8UTJwXJJwC4CNNjtIsl8bCdgZZTdMNjzFtBDvO0NwgynJHDfXS7NZ4JakvH3r4anjGdc+Dj4EvFDOpwzkPCTBFKegOEAy3CIlWwVPh8cXVdbuhlrgJNNRspDAiRAAulIgAZ7Orb6HKmz4XjuP2awvRunxM+Rxk1BMY1ZIWbWsX98VfcQT8dOKXgjsEokMAUBY3pushrD3uAe7MuXcubPFE3I0yRAAiSQEAIchkwIdhZqhoByPPf7//spZuJ4LjTCvpBT4s0wZhz7CCjHc+e6bkCtY1/vWTJlxp/238Ktb0dRlJuNheIlnoEE0pFAwNeKo++dxVXZCjErvwTr6x5HWW7kK0kA7ScacXloNIhIlkct9GDDE9XQ3aqlIznn6ny+q1/LnOvXnWPMnONH4Mffz4Na4qFmjqwspk+G+JFnSU4Q4Ai7E1SZpy0EVnxPX8feIZ631VZtZsKNm99o0Ra5bjcTnXFIwDYChuO5v07jKT40HV6mnTKQQDoSGOk5jbcPN6M3042HHqqEq78Tx/fuQ9ckdyX9uHixGz1+uTAyIv/k/+ikSOmI0JE6G84wOfPHEbzMlARIgAQsE4jszracEROSgN0E7sjKRJms8b0i04fVNGPVWzpd4JT46QjxulMEVgR3NvjQNxizCG+fvle752597/aYkXmRBFKQQO9Fr9SqEM8+VwfVLbvSk4ude5vR0elHiSesIyvQj6vIwuO/fAZlKcghmar0+UAAX8j/O7IyYDjsSib5KAsJkAAJpDMBGuzp3PpzoO7K8Zwy2JX3bTMGe2gfdk6JnwOtm1oi5i+8HXffmaU5neuUe7Z0CodyxijWMnphTq0bgLUxTSDf8zDW5GfBMM0Hu7q0tDk5WRPyGLl2FaMYxvE3d0IOkJHjRu3PfgbPYr66TABlwxejI/FBTh22gSazSAYC9+Qt0KbEq44oBvMEjC3xzKdgzHgQ4JT4eFBmGZYJqHXsKrSadDw3KF66VaCXeA0D/8SZgFrHrsJfeoamLNnYZoYe4qdExAspRsDf0wWv16v977ruh8tdgZXVZciEX9aov4O9p7qBnHKsLJpoiA8PXtNI5LhXYN2acriGfGisPwBfBJ8vBm5pZ9QLOoM1Asb6dU6Ht8aPqZKPwD15uqeLL27oz4fkkzA5JYqcYXPPIj5Xk6GlJmrHZJCIMpBAGAFja7e2z2JPMzaScEq8QYKfiSCg1rGf9F7THM/9U1XhJBFufjOKz4MvD/ctMcYXJ0XjCRJIKQJdZ46iybCyCx/FK89UIdB1GvuOtuGm1LSwsgYb11eIAT8xuCp+hmfdw8jN1X8r1UVZ2Hm4Da1eP9xhU+eN31Tp0umXTU0swb5v8+ePOzrNzo7uEu+22/QxEhV3qjh2SaQ6L1RHxjdjGchZML1Pl9bP9E7G/7Tsbsdkc7rOM2FHWaLTShYudsiRmak/UdRnrPw+vqaeQkBxQU7UeLHSRqfo3NlEyFIyBZfbb5/+ueIcifTLOVI/ph8B1jipCRTmZmHJHfNx7etvoLbCmm5U0pgSv8g1/vKU1BWkcClF4B+MEfYpHM8ZDucie7BTCgIrQwIRBDwbtqEk6Og9I0uM7+ut2C3G+mh+OZ7+RS0iBtZDqXva/4SL8GB9VbBzK193ROpyRd9dIRBI3NTXb77RHZ4q4aeS47vvdOepKu5UcUKVn+VBkehOZbB/+OmXpjxkf9SrG+wPFLkckU0ZGk7X2SwyyhKdVLJwsUsO5aRShf6vb8W89wb8w1q8AnmuRN6jdsmiFTDLP4mSJdrzSsny7bffgkb7LBt1Bsk5JX4GsBg1MQRWlgSnxcs69unCUEB/QN8pjnMYSCDeBKpkhF2Fj3p1x3KR5V+WTicVPFy/HomG31OYQGa2Cy6X/j9bhgm8Z87KkvQMrHjIA3+nPlX+wgUvrou97TvfgHeOnIcyvYe6O9Bx6ihae/wYCVzHySPNcnYhigujj2AnA0Jjr/VkkMWsDGrbKxWWcecKs8gYbw4QMLYn9PZ9PQekpYgkEJtAmo6wj6D9vQM44/MjIzMXK2vrUO2ONj116ng9rSdwpnN8neoIcvDwhlq4k/c9IvadkMRXq2Ude+Nf/y7r2Afw1I/umVLSgVu6sa6cfzGQQCIIZN9+G9RU979dk7W54i2+yq0b8IYs3uAo1jJ6iDeQ8DMNCegDWqNoazyKtrD6F9e4UdHbhWvdI+JqbiU862vR6mtE87u7oUx1cTuH8po6lCXhm4uxz7MxUh1WraQ//KBLN9jpcC7pm4oCkgAJpCmBJFR7zrfElRP7cOryENyVK5DT04Hmw7sx+PR2PBIxLy9WPN+Fi/D156NQ1tRB7MSRkWH1weAAgfF17LFH2Pv9wT3Y6SHegVZglmYJKMdzymBXjucmGex/13v6OZJllibjpSKB6o0vonqqilW8LJPgg8HlwTMvyij84HUMyuSU3ILFcKXlW4sBxJnPS8GtJpcX6k4znSmFuZIACZAACVglkH6qL3ABjReHULhuKzZWLxZu1RjauRcdZzvxyJOh1wRZhBYrnhu+a0Dphl+gLhm7+q3eDUmaTq1bd83PQM9gAFe/GkaBbJ0VLQze0j3E5y5Mv9s6Gg+eSwwB5XjuWHuv5ngOK90ThDCm5nFLtwlY+IUEYhJw5YqhPnGySsz4yXrxzzJLTAVjND5Z5PxzcEo8R9iTpUUohx0E7g8uPTO2LLQjT+ZBAokikIaWTabmidblMuau56K8OAM+3xXZYMYT2hcWEkvBiRpvJAtqMnz/8V2Q3WHV5rCorP0Z1ntUBwCDEwSqv5eLP3X2a3tq/qTi7qhF0EN8VCw8GWcCoa3dIhzPfS57wd76dhR3yiJeLtuIc6OwOBIggagE1HPpq+FRFOVm497gNlhRI/IkCcwxAkrXqqDubwYSmOsE0s5gD4hhPizr4EqLx9esazs/jE6c0h4z3vAg+lXL5xRj3YNudH5wBh2N9WK3T55WrzwpJkuYy7KsKi3QDParX49E3XZDMf5aH2DHkjsXTBknWlvMZS7R6mPXOXKJTnI6LtUl2cjKvA2f9d/CsGyplBvcUumTfn1rwsp782Z0f0aXQj87nSyx0tp5LVnkUHXKyoo+A8fO+jIvEkgVAh8ER9c9S+9IlSqxHiRAAiSQcgTSzmDPzi+QRryMYbWLQ7gtnZ8fNroul2LFc1Vh27MlyMrN1Ubhq6uKsG/nYXR8INPq68Km1UsRkVtEJOoOUi/Uc1mWFffoLxNHWn3Yuiq647kvB/W9NF3z55mu61zn4tT9RC7RyZrl4rn7DnTICPsHf7uGNaX5WmYXfFo3H8qWLDR9f0aXQj9rVpZYedhxLVnkUHVRsgzLw51Gux0tyzzSgYDhcG5lif6cSoc6s47pQ+AO2THoaxlhV7s3GCPu6VN71jSVCKTftm6ytYwaf/F26aNdYlLjik+my7gKNOM71Lgx4o30tONPH3SFOZnL0Yx9l4sjOyF+Nh8o510LZR27cub1ZdC5XGQRN27qTufyuQd7JBp+jzOB8f3YjeeMPHOCjp2WcSQrzq3B4kiABKYiYDyXOMI+FSGen8sElgfXsX8U1L9zuS6UPb0JpJ/Bnl2CUrGre081ossfkD1fG3FZRtuLy5VzqABaGw6g4XSXDNXEiDfUjYsdp9Aoo70jksZ7sgE+Se0uLUzvu8nh2v9I1rGrcO4TfQuayOJu3NTnxOcFpyBHXud3EogXgcrgfuwdn48b7B8H92Dnlm7xagWWQwIkEIuAGnX0BneuSDZHeLHk5jUSIAFnCSifFgzJRSD9DHYZC6/9xaOya3ovju5+G4fPdGNhaQ2erFDG4Ch8nb3o7Jf9Y2LEy/asQ2VhFrqbD2PXzrfR2HENS8prsF7WrjI4R2D1D3Snfu9/cj1qISGnc9yHPSofnowfAWOEve0z3WC/+c0ouq/rSzaWc4Q9fg3BktKGALdKnNjUxvRfZZRPFYxRxx9/P2+qKDxPAiSQhgTuCXNAeU/egjQkkHxVTrs17FoT5Fbhue1l6Ontx6h4eHcX6SO3ykive+WV8VaaMl4u1j/zItb5B3FVNod15RYgl5vDjnNz6GjVD/Q1due7o+/HPnhLfzHhCLtDDcBsTRMoXrwQd2Rlytq5ESgvzP3BZRz3LRl3dmk6M0YkARKYlkBO9u3TxkmnCGoq8OnLX+JS71d41LMkatWN9evczi0qHp5MAQJqqYfaTlHd61PNIjG2WzS2gUuBattaBe4eYStOy5ml4Qh7kFWmC0Vud5ixPgXDGPEyZWPYoqIiGutToLP7tBqZVKMGn9+4pe3JHpm/sYadBnskGX5PBIHKe3O0Yv8qzuc+/ruatQMsE2d0DCRAAiQQLwL/5r2mOdyKVp7hIX554Z3RLvMcCcx5AjPpyDNmpcz5SrMCKUkgfQ32lGzO1K/UquJFWiXf/0T3uB1e4wFjDbuLIy3hXHicGALGtPiOzwdwqW9IE4IGe2LagqWSQLoR2LL6e1CGuFqj/s9NH0etvuFwbqqRx6iJeJIESIAESCDuBGiwxx05C5wNgdX36dPiz8n0pshw7WvdS/xd9BIfiYbfE0CgSvZbV+Ev2gj719qxJ+ixVvvCPyRAAilFwFgLfj64t3kiK6dGC3f+vEqW5mTgWHsv3mr+ZII4l/q+xley3ZVyLsWRxQlo+CWFCNyzSF9//YUsTWMggblMgAb7XG69NJR9ZYk+wn4uYoRdOfVSQb2cMJBAMhAwRtg/kjWkhifmHxZwSnwytA1lIIF4E4jl/M0pWcqLcrDjp+Va9v/y7104JdPjjWBMh+f6dYMIP1ORgOE87YuBW6lYPdYpjQjQYE+jxk6Fqt53lwuLZcq7Gk3/5Evd67aq17iH+PmpUE3WIQUIqPtUjV4Fvv1OW0O64PYMFObKnpIMJEACaUcgUR7ZlcO5X9f8UOP962MXZXmOPttHOaNTgevXNQz8QwIkQAJJTYAGe1I3D4WLRmB1yFv8+LT40Pr1Bem58UE0TjyXeALGKLuS5H46dkp8g1ACEkhDAptXuVFXWahNgVdGuxrt//Onuv7kCHsa3hCsMgmQwJwjQIN9zjUZBV5Voq9jf/9v4/ux3zAczi2gwzneIclDoPJeY8tI5SGeW7olT8tQEhJILwL/o/aH2jNILc/574f+ArWmVy0hU7uvMJBAqhIwHCoaW7elaj1Zr9QnQIM99ds45Wq4KriO/f0wx3OcEp9yzZwSFQofYfcs1bd5S4mKsRIkQAJzioByLPcvT+lO6Iz162qvdgYSIAESIIHkJ0CDPfnbiBJGELhXvH6qtcFqWp+xHm/w1ogWK49T4iNo8WsiCZSHTYNfxpGsRDYFyyaBtCdwb142/nXrj0IcOB0+hIIHJEACJJDUBGiwJ3XzULipCDxkrGMPjrL3+/Ut3RZxS7epkPF8AggsnJ+BQ//tR3hnywpU3sMR9gQ0AYskARIII6CmwP9z3f3amQeDs9XCLvOQBFKOgBrgUcEY4Em5CjpQIQ8HGBygOrss6aFrdvyYOkEEVv1gEY582IOzn1zHltVuDNwMGuwLuYY9QU3CYqcgUOUeX8c+RRSeJgESmILA9QsncbTZi2FkIMftweOPP4LFEW8uB59bhSULuaXnFAgnnf6nqkJ8IJ3d93NK/CQ2PJF6BNTWbj2DAQwFvp1UuURstzhJiCQ8kZOtv0sbnR1JKGLaicQR9rRr8tSo8KrgCPt/fDqgVWggOCU+l07nUqOBWQsSIIG0J+C/cgL1TR0YKShFebkbQ51tqN93EoEIMqt/sBhqujeDeQI7fno/1Lp2BhJIZwKJ2m5xrjA39rGfK/Kmspx8Wqdy66Zw3e6Sqe9qT/a/felH++dDHGFP4bZm1UiABNKTQFfbRSBjGZ7bWAv1srIyfwi7Tw3KaDtA8zw97wnWmgRmSsDomIo2mu7t+3qm2TE+CSSEAEfYE4KdhdpBYGVJnpbNua5+GF7iFy2cb0fWzIMESIAESCDBBEprtmLrc7WA/zp8V9rReKYXyMlFVoLlYvEkQAJzh4CxG8Kl3q8mCP1/2nvxetPH2rmfPlA04Rq/kECyEeAIe7K1COUxTUBNg3z3z1/g3CfKYNe9xOfSS7xpfoxIAiRAAslEwN/TBd+QGj8Hspa4UbJ4sTaS7m14F42d+vmMgnxttD1S7uzsxI+5V9ybB7Xfc+eXAfxnz0R55s/XO5Nvu+02xFPWeJYV2SaR3ylLJBH9O7lM5mInk8xM3dRRn0a+r/zvDhxp/Vwr+H/9vBI/r753shDBM0aaKSPE8UK8ZDGYxXpe3X47fUbFsemj6r14ls+ySMAyAWNLmg99g8i8bZ6WzyI6nbPMkwlJgARIIJEEus4cRZMvKEHho3jlmSrti6fuRXhGAvA2H0ZjRzNar1dj5eKJkgYCkSvbJ16Px7eFmboe6v/qFiLluT50UxPBNf+2Sdeckk293EfK4VRZ0+VLWaITIpfJXOxmMjKiD+ioT/V7+HXDRzgmo+sqqB0Tnii/a8rfid2yTK6t+TPxlMVg9t1330Vlo2T59ttvQaPdfPvNNiZH2GdLkOkTRkCNpqstatRWHfrYC7DgdnoKTliDsGASIAESmAUBz4ZtKBnVM8iQee/vvbUTne7H8XKdB8jMhmdNNU50NMHXOygG+9zafcGYjmtMz50FJiYlARKYAYHlhXdqsS/1fTXJWFc7JjCQwFwgQIN9LrQSZZySwKqS/NDemkvu4Pr1KUHxAgmQAAkkOYHMbNeEaX8lhRm43HkarT43KpcE8KfjzRiVFewVpXPLWE9y7BSPBFKagOF07vTlL7V63pGVgX/d+iNtwCelK87KpRQBOp1LqeZMv8qsDm7vpmqex+nw6XcDsMYkQAIpS8Czfj2WZNxE8+Hd2PV2Pdp8wyheU4eI5eEpW39WjARIwF4CNNbt5cnc4keAI+zxY82SHCBQ/X3dU7zKmh7iHQDMLEmABEggQQQycyuw+WUPrvdclWVPWcgtWAwX31oS1BoslgTmJoF78hZogtNYn5vtR6l1AlR9vBPmNAHX/AxU3Zuj7cWeRw/xc7otKTwJkAAJTCaQicVFc2vLpX/59y784dxnWF6Ygztl+q36VN7jGUiABOJP4N68bNBYjz93lmgvARrs9vJkbgkgsEqmxfcMDqO8KCcBpbNIEiABEiABEgDuWbQAajTvi4Fb+Gp4FB9039Cw/Ftw7SwZkQAJJIYA16zPjPuDJYu055dHHDszJAcBGuzJ0Q6UYhYEtj9yH9R/BhIgARIgARJIFAHlcfrpVSXaNkifDwR0wz0wAuUhfijwLbyyo4ky6hlIgATiS0DtKMRgnsDK4kVYubXafALGdJwADXbHEbMAEiABEiABEiCBdCKgpuGq/yo86lmSTlVnXUmABEiABGwmQC/xNgNldiRAAiRAAiRAAiRAAiRAAiRAAiRgBwEa7HZQZB4kQAIkQAIkQAIkQAIkQAIkQAIkYDMBGuw2A2V2JEACJEACJEACJEACJEACJEACJGAHARrsdlBkHiRAAiRAAiRAAiRAAiRAAiRAAiRgMwEa7DYDZXYkQAIkQAIkQAIkQAIkQAIkQAIkYAcBGux2UGQeJEACJEACJEACJEACJEACJEACJGAzARrsNgNldiRAAiRAAiRAAiRAAiRAAiRAAiRgBwHuw24HxSh5zJs3Tzt7223J0ydCWaI0lJwiF3KJTiD6Wd4vk7mQyWQmPBMfAtS1sTnztxmdD7kkNxe2T3K3j5IumdooOq3UOkuD3eH2nD9/vsMlmM+eskRnRS7kEp1A9LO8XyZzSSYmt99++2QBeSZlCRgvjcl0D1KW6LcbuZBLdAKTz/JemcxEnUkmLhkZGdGF5FlHCCTP8K8j1WOmJEACJEACJEACJEACJEACJEACJDA3CXCEPQ7tNuI7jT+cBjZufgSuOJQHjKD9vQM44/MjIzMXK2vrUO2OVvIgzjc04oOuq0BWPsofXo9HKorslXCkB+8daITPP4JMlxvrNz6BkuxoRYgs7zWitXsQoxnZ8Dxcg/UJk8WQrwdHfncUrvW/RG1ZNH5GvJl/jvS040DDWfglqcu9EhufqEY0LAFfK46+dxZXh0ekiUqwvu5xlOU697M1K9fMaxw7hdly48Gjp/09NJzxQX48cK+sxRPV7pjCX289gnc7cvHLX663/fdtVhZ/13k0nGxF//AoXAUe1PxsPYpsvU2S6JkSozXi/6yNIQwvxZ2A7/Rh/Gl0BZ5ZXxafsk3qt5HBKzjR0IzOfr88x914eP3jqCiK9sS3LrbZZyj8XXiv4SS6+4eRkVWAhx/fkDhZjOpeb8Xv/nABj2zbDI+9WGCWSzx0i1Fd9Wn22R6exo5js+X6Wt/De3/qxDAykV9SjrrHH4G9rx5mdYpR6xG0HtmHDtc6/LLW7t+3eVm6zr+Hk60+iKpFgedhbFhfEfXdzZB65p9mZYnD+3sM4eP+rI0hS7pc4gi7ky0dGETXhfM42tCG/mv9YkbHJ1w5sQ+nLl9DQZkHJVlX0Xx4N073RJY+gtPv7MWZzn4UV1aiOHcIbU3v4r0rARuF9OPEvndx+doIyqo9cPVfxtG3D6BnUgkjOK9kuXwV7vKV8Cz2o0NkOe2LlHlSwhmcMCvLeJathw+j++Yw/GIs2xoCV7Dv3VOQFoLH40b/5Wa8feD8pPtjpOc03j7cjN5MNx56qFL4deL43n3oslmcUN1MyhWKb9eByXLjwSNw5QTePXUZKCyDpyQLl5sP48D5yXdsqOqDrfhDczeGB/2T2i8Ux+KBaVnkPtl99AyuZsl98mAp/L4OvLvvtK3yJM8zZQqYCXrWTiENT8eZQGCwBxfOn0BDmw9XB4fjVLpZneLDgb3HcXnIhUp5jucOdaPp3X2wVdWafIaKmYgDu4/i8tUslD/0IBYP+0SWdyHdk/YF07IYRV7H4fpm3BwdQkCMIFuDSVnioVvC62X62R6eyIZjs+X2nD6Aw82XkVlSiYcq5R2lsw17f38yATplvNLXW4+iuXsIg377f9/m9Jv8es4fwNEzl5Hl9uBBTy58HU0yGGfrrwfmZInH+/s4+/CjxDxrwyVI32Nbx2DSF2P0mvu7m3G0qVO/mJUp/ZRxCIELaLw4hMJ1W7GxerEUWI2hnXvRcbYTjzzpCRPAL50IQM6Kn+GJR9Souh6vt7sXKCsJi2f90O89CREFa559AStzJR95wO3c24yzXj+e9ISNWEvv+hmRpXLjy1ivDWZWIqfhKPwj6sFsDzXTsgSrO9h+GM0+u98e9My9TY0YghtbX3gSWgvl38TeU2fhDaxERdjoQu9FryQoxLPP1UHhWxnk19HpR0k4v6DMs/0wK9dsy4lMb7Zc53n40dR4UZCvwwtPVmti5g/txKkzH8C/si7K6Pl1HNnXDOMusedONeiYl6W1uU39kPGyzOBRobIoH0fP+2VkxKZfTxI9U7QKRvmTkGdtFDl4KjEEupsb0NR5Uys8K04imNYp/uvSOSu/y589A03VVriwc/cZdF8LoMwd9sCfhdxmn6HXW6UDGDnY+PJm0UBKqAI0HO7AiOqnt0cUmJXFqG774T+EOgzsfYbCtCzO6xajturT/LM9PNXsj82WOwKvV94Dl6zDc3W6HvTkHsDeZq+8o6yf8I5iWSbTOiVYgtYxbq9hHJLdtCw9aD4jv57Kjdisv6iiKKMBrXZ2Y5iWxfn39xCfiINEPGsjREjbrxxhd7DpXZ46vPLKK3i8NAPa27ODZY1nrXcMuFyG9s1FeXEGRn1XtOnX4/GykJ8PDLU1yfSeVpwWA1ke0SgpLRyPMssjqbWELOQab1C5pSiWM73eiQ9ef6/+vefsAby1cyd2vrkPfk8NHikJM+pVVrMIZmXRivC3Y98pH5Y9vhHlIrthkM2i+Iik8lqSsTD0fpRbtgzSQujsVhPkx0O+TLdas+7BkKE42NWlXczJMYCOx7XnyJxc9pQVnou5cuPBQ90nWTnj911ZebGc8cEXZeJJ+5E/oBvLsHHDMrlJ7J/2YE4WP3yyogUyUnZg31vYKb+ffWf9qHnSzuU3yfNMkZpGDYl51kYVhScTQMBT94Lo2m1Qqtb+X2L0CpnWKVm5WCJZdDQewfn2VjGQz8i3fBQXGjo6ev4zO2vuGdrb1S/ZDuPs4X3as+Ktfa3wPF43xTK1mUkwHtucLCr+YPsRnPJloubpGiyUlrO/7czJEg/dMs5H1L98MatnwtPN9thcuZkoe3gd1j1UHCquS7tv8pFv2y1rVqcoEQZxRAZ6MpfV4PFlWRi1/YXMpCz+fmi/nqtnse8teU/d+RbOwoO6R+wZ4NJhm5RF3qudfn8PNX7EQSKetREipO1XeZox2EPAjy4xRPXJOllwe0pChpY9+U+Vy8RyCzKuiAwZKC0eNzoyVSuPDkcow2yUuHPQ1t+PjubmYObyEMixfkuM+HvQ6ZMhdRWyliDjik8O3BgfRJCHkWiM4eEI60cTELjmG0T5ihUY7m5DW+NeDGf8StaOW9MQlmUR5dDw+1MYdT+KJ2S6uizxl2HK2RnIE2Vx4YpPWshdNn5/yFppRX04MPF1xeWuwEptGMSP9hPyYnNRxmlyyrHS3sXJUrIKftNy6fHt+mu+XMd5BHzolpeBwjINul5B7d4cmTRV03+hAae6gUd/9QTcviNaXPUyZFuYgSxy+8jNcw2DBeVYUexHW5tMX/zdMH71Qm2oU2g2cgWksy9Rz5TZyM20qUlg4vN0iSxdUfOUnA+R5ZrXb4UoyhH9JlPhz6iHhgoZOci3rmrh7+mCbyj4trFkselnd6ZSwLgJ3/UCrFjhRndbBxr3/h4Zv3oOFlWtZVngv4A/CA/3o9tkDb0PJ0UyTTzFx2KwysVx3RJenxk828OTzfp4BuW6K6r1GRiS5sThI7h4bVRePaphl4cj8zoFuNCgOsaLse2JCvQcUXeJvcG0LEEFPywDTAXlK+Ae7kZHWyN+N5yBF2xaU29aFtHsdr+/20uVuTlBYBYqwwlx5nCe/is42ngqVIF17ldQPW4zh87bfhBZ7qY1UsRlMYrlI9zWle64CeLI1JuGjiF5CNeIA48KZEo+B3YfR3NTB6qf0adBzVTW4a4zaGzyBZO58fN1MoR/eRjKPA+VLQZR/pKCqFmv2PoCHtHevSpxeGc9LnZ0isFeETXudCetytJ18jA6RcZlpZm4Iv4HVI/qyJWzuOKqlumLamL6zEOkLKtkEsPo8MTRdGWqLykIUQoVEug6jX1H2+QVSwzJyhpsFAcnzvxoXZCZ1NJc5uQKCTjrg5mV6yiPbHmJlvoM+8PvWNUy+ZjQNCNdOKCWuuQsQ7bPi/OdeifV2QtXUO0ps8cxj1lZRDptcH/JGrywcaXWGpUyfbFeTV/016Jq8i2lxZnJn+x89XtNzDNlJnIybnoQiHyeFr6yUVsy5HTtI8s1q9/83kaIqkV5zVbUViyG/4r4nDjehqbW63hGW7Y2c8m7zhxFSNUWPgpd1Zp5dotyk2VWT7+wUTe+qnNkmdoZtHUOoqzCmn6zJksAJw80SUdgDoqzxf9A6xWZYyazzM62I7e6Am6L3s2syaLzd1S3hDfxDJ7t4clmfTzDcrtOH8HRtm4pNguVNRttdQJsVqeMdJ2UpS5ylyxzo+fKBXiH5P4V/dt+JRcV0rFux7uQWVkM/kvWPI2NK/Wui/wDO9F8sQODYrBb+/UYueqfpmVx4P19oiT8lowE7Ljfk7Fe8ZfJVYFt2wzPlRlw2fCibKoSkeVmdMo0HVm71TWI6ir1CAlI77s85AoKJjzcRq71inoESiuDBqCrDNUyn7CxyydjrdXjBrYpIfRILs8GbCtRuUrIkFHpbjU83YlueY9YrHiMyNRi+SiYYP2o88ooyggzilxYKL2ZGcGRd7k442BVlpER/SdxublJTJRguCwvV8MFlg32SFl8TW8Jlk4Zy6/WHvIBX5e0RQbyI19SZG3/bjHWR/PL8fQvam32+m1UbvzT5RLoZuQaT2LLkelyHeeRCw2BV+7S4It0z5VeqWPhRGUsvhW0u2ToMhqPh+4ScdrYhIISmwx2KdGULKoF1E8u7IHj0qb0ZyJbmtOWIHmrOSaJeKbYIj8zSSkCkc/TuKlai/qtv0d16OWjQox1FVxlD8nU/TZ0+a6FnjPahRn88WzYhnFV6xJVK7PkTDy7RzRd6xp/nrlytd921ix0rTVZRmXGn3pADeFM4/FQzTvbTmGkoEQMdmvmjzVZpHjHdUuoinIwg2d7eLJZH5sv93rrYTHWfcgvfxRP11ZNGPuZtRgqA5M6ZVi7X+UuuXwG46r2Mk41jaLMJoPdrCxKz6o3VZf8ZoyQo5S0vOvaZkiZ5OLE+7tRJ34mLwGuYbetbTLlh+wK/g8f2ratgCkyiig3uwSl8nbde6oRXTJS6DvfqAa5UVzu1gzm9945gNNdAWQWujVF3XHmNK7LVGy/bDP2Jxlaziott2Ssa8JlZo8zyBa5ij2yLg1objgtDuT8soXcSelRz8IyNVItxrshi6u0QuKN4uTx0xiUB7SvVYxleTiWyJR0y8GiLGW1v9T8DijfA9qaSBHAXbMNLz5pbaRfkz9CluLyUjntQ+PpLozIFjuNTWL0ZZRALdkP+M7jwDsNkCaC98xZzZBf8ZAH/k4ZMfV6ceGCV9rLMpWYCWPJFTPhLC/GKtd3vgHvHDmvzdJwnocL5aVyx/Y2y2/EL97Wz6NJfjwZxaXabyIkS7YHv9TuD3WPvIJfPV4sBGTK3isvQvxJ2RRMyiKSlS8TmcXB5ekrg+I8Srw+n5TR/4xiGbmySZRYzxRpmdaGA2iQe9mRZ4pNVWA2KUQg4nkat5pFlBtLv4U/x5e4l4iI/Th7+goC4t3N135Sm8VVWl5sWfTMbONdwwVRJ7xpSwAAFW1JREFUtaLfzemU0koVr1N0j5LFj9bG05pO9hRbf3BZk8WF2udeHte1v6oR8z0DNb96BU9aHOlXMGciS+h5Lumc1y1KOiPEfrYbsez/jFXu+HNcLY87e1Y6rTNk1xFxdNst7x1e7wVc8HZpetgWuUzqFFdZ7fg9ovxBFYuB7K7BKy9GcwJrUTKTssClv1t3n2zElcGAvB+04qS8M2dIJ731X0+EzLFkCXtnpq6N4JYmX+VRz+A0gQxtkanTpRj5iyL8xaPw7T2Fo7vf1k4uLK3RlaC8zHfKyHqR2hYjU5xlrLmAw2faUP92m544qxgbbVqLo2Uohs3GR72oP9WG3bv0MkprnoU+8D84LouKV3MF9U2y9jYYb2HxGtTY6QndrCxR+5JVv6p9IbvsCdSU9qKp7Sj06ubg0Wd1T/B+vw+913wYlA4LcTsgYVTW8x9FsIU0IYpr3NKetqmIUMViyRWK5MBBrHJ7e7twrXtEXipXyvZ6qnBneZQ9sRHLfPVoO7pbZ75wGZ59skqrtT9MlnBbWJrKkWBWFhWv/JrIfHxv8D7JwZqN66PeydYEjfFMkZc7X2cvOotlGk1mhfPPlGkqEN9n7TTC8HLcCcRV1cbQKcqRqvEcLylbjzXFPpxpO46QqnWvwXqri8ajUI31DA3XKSViANUsuya6Z1yW4jUbbd373KwsUaqBEZsfprFkibduCa9vrGd7eDy7j6cuN+w5Lma5tpPtqAwqHBXDPRSyUOO2q1PapE4Jle3kgVlZXHhCnCNeq2+S7XX1d2ssLJV3V4+NwsWQJd7v79PUKq7P2mlkSZfL88YkTFfZ+vp6bN26dbpovJ5MBKT3vKe3H6Pi3MZdND6FZ5KIKt5VtVI7B0Wx4k1KaP7EiGxr09t/U/zsiPOdyGnf4dmILNevDsqco3wszg03icIjze7YtCyzK8ZUav/1HvTfFGcuMtshFhZTmdkYKVFyJarcyehGcL2nV/YFzkChu8i+6W6TCzJxxrws/sHrsketTL4tWmyjsR4mYhI9U8Kk4iEJJJSAWZ2i4l0VPYicJaIHndFvZp+hI/5B2a/eL6q2CA6JArOyxKPxkkmW8fqaf7aPp7HjKFHlRpHdrE6JktT2U6ZlGcHg9avSVZ2LIm2tp+2SyAzU5Hl/d6B2aZ3lbOxpGuxpfeuw8iRAAiRAAiRAAiRAAiRAAiRAAk4SmI3BzjXsTrYM8yYBEiABEiABEiABEiABEiABEiABiwRosFsEx2QkQAIkQAIkQAIkQAIkQAIkQAIk4CQBGuxO0mXeJEACJEACJEACJEACJEACJEACJGCRAA12i+CYjARIgARIgARIgARIgARIgARIgAScJECD3Um6zJsESIAESIAESIAESIAESIAESIAELBKgwW4RHJORAAmQAAmQAAmQAAmQAAmQAAmQgJMEaLA7SZd5k8AcI9Dd3oL2voBIHYD3nHFsQyUGvGhpaZdcGUiABEiABEggnQkMoL3lHHRV24dzxrENSAa859DS3mdDTsyCBEggmQjQYE+m1qAsJJBQAgG0PLAODzR4xV73YvlqOT4kxxL6zu1H3ZY9sPoaEOg7h3XrtsBLiz2hLczCSYAESIAEEkwg0I0t61ajQRRiwNuA1XJ8KKgcz+3Zji27WiwL2Hfueax7oIGd45YJMiEJJCcBGuzJ2S6UigQSQiD7MeCx7Gwguwo3entx4/kqTY5AdwOOv9OAAYtSZas8sRTqLwMJkAAJkAAJpC0B0YdLpfK6qt2CXtG1z1fp2rG74bd4p6nPMprsbMm5Ms9yeiYkARJITgI02JOzXSgVCYQIqNHpXVtqMG/ePPlfhe07DulT6SSGGvnesn0XGppkBFy7XoNdTe3obj+ELVUq/jzUSW+9MbDdsuc17DrUgoY9W/T8qupw6Fy0l4M+NO3fgQaZWtfXsgclTx2X0v6I5TW70C3j7Pu31GFPS1i6vhZsqVPXgmGgXZO5qqYKNdv3yBQ9dUV/IdFj9KFh13ZUiXxVVTV4bX+L5c6AYIn8IAESIAESIAHLBPrOHcJ20VmarhXduOvQuZDuPLf/NWzfdQgNh3boeqtmC5q83Whv0L8r3byrpTtYtujI7dtxqKUFe7bo+VXV7cA5bQ58hHiyXGz/jv2yFA04J3r5qT/K9T8+hbodTQiIXt1esx0TVe0u/VowmwEZod9SU4OaKnk32NOg5aP1BhjFBHWxqlOVyLy/xWtc4ScJkMBcIjBmIuzbt89ELEYhARKwn0Dv2EvAGLBh7OCJ5rFj9a/KsXx/6YRW1KWDm/Xvcu71+vqxVzeouPr/Da/vHtv96gbt++aDXRL/1thB43rlq2Mnmk+MvfqYHrf+w1v6dfn+WP0liXppTAbbteMbl46NbTDyfPXgWK9cU9+1eJoUKnq9lPPYmJbN2KWxzVr8SpHp4NjrRplSh0uqmLEbY7sr9XJfrz82dnB3sA7BOgWz5AcJkAAJkAAJxIdA7wldd254U3Rj81h9UHe+dKJXyg/TnaLH6g/uDulEpW913VuppT/YJUouqCPVtcpX68eamw9q+lTpcUNHKv1aLwpR15368aVjb+oyoHLs1YPvy7WD2ncVzwiX6h8bQ2W9SKSK0a8Dm0Wm+qDeFd264aB2fezG+6Fy648dG9u9WZfxpWNdRnb8JAESiCOB2djTmfJAYSABEkhaAmoSeiWO9TagTs2hw1qcaHkDtd6+UM+/Onvw0i1s8sgI9tpsvHH8KWyo/xAN0rMPbMLAG4vQEjDG2FXszfjwnIwKSPSatZfQN285tv6mAZsa6tRFPcg1+aeVkeeRkYaDm3H8qQHs2LFJOu+j9dCr2HqavqY9eEeOD146p8sko/HFWxbgKXVSwoCM2G/rAOSdAXXF6kwd1hYvRWFtLVp+M4a1nM2noDCQAAmQAAnEiUBgQOnaV9HbsF0foF7rQfsbx+HtU+cNpSS689Z+TXeuxTnRie9AOrtlNpvoP1FmbyxaB03V6upQ7PODOCc6U31ddQlYsPwp/EZ8xDRsCq+UERnw1G3HsQ0v46eB17Bj0ypZ394dHlE/1qLraVr2PCXnXsKlsV3wyNGWulWqELwTVPcte1bLvLiX0CXXi1Xqujp4ls7Dup8ewm/GXgvVSl1iIAESSG4CNNiTu30oXdoT8GDXjQa0yJT3He3tONf+WxxXU+Y2GEpevUxsQJUy1lUorpJvopdXKfWtQjaKpSs/FJQif32L9sKhn/Pg+TcrZc1cKEbUg4AxYV2lN4qOGhMyHf+30sdQjzpDJklQt303IGvgVejr82qfe/bsQt9S6RSQhXx9DW9o57zdAawNruXTTvAPCZAACZAACThMINuzCTe6PLIUbA/a28+h/bfviLGrtGtYeKwGhlpbKku5pPsZqwx9lbd0Yly5+vr2mpC6zPbU4E0516R06JRBnNAFrxmfU0aVpWlepWp3b9GMdS1etgfbQ/o8IEvm1NnfYs8uj3RCBLQ187qqbUG3dAoYok9dBq+QAAkkCwEa7MnSEpSDBKIR6GvCvMJa7crmV19H3fMnxBCuxVZvRGSl3YOG9HSK/jEZzQ4PeUvle7S1deGRpjket+ED6NZeEiYmGNBGL8Zjqat9fX1aN4A2flHzJnbXZGNV8cQ4E3PhNxIgARIgARKwn0Bf02syy0t1HD+Gl16vwZYTMhpd+9Oo88nGSxdtqxRuUG2pQyOo4+Kl4fpMHM1J53mfEcHyp1HYAFqi5DEQ6Jh0tk+bJaA0rcyq270bNWK+TxBtUgqeIAESSDYCNNiTrUUoDwmEEfDK9HEVmm+MTxU/tF87Ze2P6Po/7hdHOps8wXcMUfo7ZByheIu5/NS7QvCtRAbGQ8Hb3iTH6kQ2qupkTGJrA2TjmlDPf5+3JXhdPjQz/THsF6d2VeqrCuJcZ8euPizN07/yLwmQAAmQAAnEh4BsabpHGeuv40ZoqrgXh+RMuJ6biSxKGyoHb5s8QS0XaIdStVVbzOWi0gdVrWhV9U2FANoPHZcNVzaJYMXYJB0ATzV5EZDdXPQY0mHeokXU/6gMZLbbnh1bQjn0tezH/m4x2MOi8ZAESCD5CdBLfPK3ESVMYwJ5ecVa7b3tXgwMiOf2PXXQHLbL6HT4oLih2E2h+uNWPC9Gu5bfri3aevJXt68NKXQtj4gM8+TlQCa7o/2cV3tRqKuErN/bgZbuPhlR34/lxgJ1iVW8apP8PY5N2w/BKyPrqtPhgW1qcqEePOL1Vnmcf6Buj3ZdGfNbCtfh1290B2PwgwRIgARIgATiRSAbuqqVqfDiH2agrx176paLFhMTWXRchDo0JZTqe/7jtgew/1y3lt+uTavRIee21HhipA/KIeWf6x4Qm9wj4/1ilIsXea/o/5b9m3T9r1nn0jm+ZbNSxHhNvNn3qet7NmGrUrXB62tfex3o2IpNe1rkfUHXxYXrtuLXwT3fYwjCSyRAAklGgAZ7kjUIxSGBcAJL1z6PV8U43rZuORYtKkRtgwf1b4qS7ngZJXvapfe/WKLnTRgF0Hvaw3OJOK58DH1bV+v5vXwcG95sxm/WLh2PpDKQ/8XqI5jZ0lV14vquA0+t3oT2gKxJ339Qrr6DdSWFKFm9FS+9JKPqwaDWAl469jo6fvsUli9ahOXrtmHzZvXaIa8wKr+8tej98CAqj2/TrhcuXyc5bcb7N15jr78BkZ8kQAIkQAJxI7D2+WOi445j3fJCLCp8AA2e3XhzcyX++Ot12NMu67+VBR7Uh+NCTTwR/m1ARdqwAVtXl2j5iarFm829IaeqKq72P5jISFtVp4zsN7C65JD4d6nCjoMviardKrqyEGJrQ1O1wR4Ez6Y9OCZbvfz2qdUoVNe3iUtZpWqDYena1/Bh/Us4vm0dChfouhib69G7Y60RhZ8kQAJzhMA85c1+Olnr6+uxdas8KRhIgAQSQmBARtTVG0NeXlCtK1e0hjVtWqIADtUskD3UL6FJpsRreYqjHCNL09kYEUWGAfmfnScdBsa58E/p0e8bUNenKkOc4sjauuzweoWn5zEJkAAJkAAJxI2A6DS13jtMZwWUjpuxrvWiZt5ybOmS3VuKlZ4LSJZLo+tJE3ULiC5VKj9PdG20EJDR9QHpSM+TNWWxdbG8Q8y4LtFK5DkSIAErBGZjT3MNuxXiTEMCcSagOYYLL3MWSteYSj8pz/D8zRyLDDGVvxjiyp/d1EGc8MSOMHVSXiEBEiABEiABWwkoo3ei0pq5sT4ukDKy1cyyiCzHI5g8Up3asVS+6hSfKHVExtPq4oj4/EoCJJB0BDglPumahAKRgHMEskWrF0ftgneuTOZMAiRAAiRAAulEwCOVpapNpxZnXUnAWQIcYXeWL3MngSQioNaej6EuiSSiKCRAAiRAAiSQWgQ82DX9atPUqjJrQwIk4CgBjrA7ipeZkwAJkAAJkAAJkAAJkAAJkAAJkIA1AjTYrXFjKhIgARIgARIgARIgARIgARIgARJwlAANdkfxMnMSIAESIAESIAESIAESIAESIAESsEaABrs1bkxFAiRAAiRAAiRAAiRAAiRAAiRAAo4SoMHuKF5mTgIkQAIkQAIkQAIkQAIkQAIkQALWCNBgt8aNqUiABEiABEiABEiABEiABEiABEjAUQI02B3Fy8xJgARIgARIgARIgARIgARIgARIwBoBGuzWuDEVCZAACZAACZAACZAACZAACZAACThKgAa7o3iZOQmQAAmQAAmQAAmQAAmQAAmQAAlYI0CD3Ro3piIBEiABEiABEiABEiABEiABEiABRwnQYHcULzMnARIgARIgARIgARIgARIgARIgAWsEaLBb48ZUJEACJEACJEACJEACJEACJEACJOAoARrsjuJl5iRAAiRAAiRAAiRAAiRAAiRAAiRgjQANdmvcmIoESIAESIAESIAESIAESIAESIAEHCVAg91RvMycBEiABEiABEiABEiABEiABEiABKwRoMFujRtTkQAJkAAJkAAJkAAJkAAJkAAJkICjBGiwO4qXmZMACZAACZAACZAACZAACZAACZCANQI02K1xYyoSIAESIAESIAESIAESIAESIAEScJQADXZH8TJzEiABEiABEiABEiABEiABEiABErBGgAa7NW5MRQIkQAIkQAIkQAIkQAIkQAIkQAKOEqDB7iheZk4CJEACJEACJEACJEACJEACJEAC1gjQYLfGjalIgARIgARIgARIgARIgARIgARIwFECNNgdxcvMSYAESIAESIAESIAESIAESIAESMAaARrs1rgxFQmQAAmQAAmQAAmQAAmQAAmQAAk4SoAGu6N4mTkJkAAJkAAJkAAJkAAJkAAJkAAJWCNAg90aN6YiARIgARIgARIgARIgARIgARIgAUcJ0GB3FC8zJwESIAESIAESIAESIAESIAESIAFrBGiwW+PGVCRAAiRAAiRAAiRAAiRAAiRAAiTgKAEa7I7iZeYkQAIkQAIkQAIkQAIkQAIkQAIkYI0ADXZr3JiKBEiABEiABEiABEiABEiABEiABBwlQIPdUbzMnARIgARIgARIgARIgARIgARIgASsEaDBbo0bU5EACZAACZAACZAACZAACZAACZCAowRosDuKl5mTAAmQAAmQAAmQAAmQAAmQAAmQgDUCNNitcWMqEiABEiABEiABEiABEiABEiABEnCUAA12R/EycxIgARIgARIgARIgARIgARIgARKwRoAGuzVuTEUCJEACJEACJEACJEACJEACJEACjhKgwe4oXmZOAiRAAiRAAiRAAiRAAiRAAiRAAtYI0GC3xo2pSIAESIAESIAESIAESIAESIAESMBRAjTYHcXLzEmABEiABEiABEiABEiABEiABEjAGgEa7Na4MRUJkAAJkAAJkAAJkAAJkAAJkAAJOEqABrujeJk5CZAACZAACZAACZAACZAACZAACVgjQIPdGjemIgESIAESIAESIAESIAESIAESIAFHCdBgdxQvMycBEiABEiABEiABEiABEiABEiABawQyzSarr683G5XxSIAESIAESIAESIAESIAESIAESIAEZklg3piEWebB5CRAAiRAAiRAAiRAAiRAAiRAAiRAAjYT4JR4m4EyOxIgARIgARIgARIgARIgARIgARKwgwANdjsoMg8SIAESIAESIAESIAESIAESIAESsJkADXabgTI7EiABEiABEiABEiABEiABEiABErCDAA12OygyDxIgARIgARIgARIgARIgARIgARKwmQANdpuBMjsSIAESIAESIAESIAESIAESIAESsIMADXY7KDIPEiABEiABEiABEiABEiABEiABErCZwP8HjawXITJfnZ0AAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202019-03-08%20at%2010.37.31%20AM.png](attachment:Screen%20Shot%202019-03-08%20at%2010.37.31%20AM.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the Data Files and Plot Manually"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "data, desc = exp.outputs_by_qubit[\"q1\"][0].get_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(desc[\"amplitude\"], np.abs(data))\n",
    "plt.xlabel(\"Amplitude\"); plt.ylabel(\"Data\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting and the Plot Server & Client\n",
    "The `Display` nodes in the filter pipeline are turned into live plotters. In the `auspex/utils` directory once can find `auspex-plot-server.py` and `auspex-plot-client.py`. The server, which should be executed first, acts as a data router and can accept multiple clients (and even multiple concurrent Auspex runs). The client polls the server to see whether any plots are available. If so, it grabs their descriptions and constructs a tab for each `Display` filter. The plots are updated as new data becomes available, and will look something like this:"
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202019-02-27%20at%202.31.16%20PM.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202019-02-27%20at%202.31.16%20PM.png](attachment:Screen%20Shot%202019-02-27%20at%202.31.16%20PM.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For every execution of `run_sweeps` on an experiment, a new plot will be opened. In the plot client menus, however, the user can close all previous plots as well as choose to 'Auto Close Plots', which closes any previous plots before opening another."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remote Usage\n",
    "The plot server and client can be run remotely, as can the Jupyter notebooks one expects to run. By running the following ssh port-forwarding command:\n",
    "```bash\n",
    "ssh -R 7761:localhost:7761 -R 7762:localhost:7762 -L 8889:my.host.com:8888 -l username my.host.com\n",
    "```\n",
    "You could connect to a remotely running Jupyter notebook on port 8888 locally at port 8889, and then (after starting `auspex-plot-server.py` and `auspex-plot-client.py` on your local machine) watch new plots appear in a live window on your local machine.\n",
    "\n",
    "This presumes one does not have unfettered network access to the remote host, in which case ssh tunneling is not necessary. Currently the plotter and client assume they are all connecting on localhost, but we will create a convenient interface for their configuration soon."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Monitoring Changes in the Channel Library\n",
    "\n",
    "The session keeps track of what values have changed without being committed, e.g.:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cl.session.commit()\n",
    "cl.session.dirty"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Everything is in sync with the database. Now we modify some property:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "aps2_1.ch(1).amp_factor = 0.95\n",
    "cl.session.dirty"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that things have changed that haven't been committed to the database. This can be rectified with another `commit`, or optionally a `rollback`!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cl.session.rollback()\n",
    "aps2_1.ch(1).amp_factor"
   ]
  }
 ],
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